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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.2025.1634899</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>Longitudinal association between somatic symptoms and suicidal ideation in adults with major depressive disorder</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Yiming</surname>
<given-names>Subinuer</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Liao</surname>
<given-names>Yuhua</given-names>
</name>
<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/methodology/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Yanzhi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Wenjing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Hao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Ruiying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Qindan</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Yifeng</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Huimin</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Dri</surname>
<given-names>Christine E.</given-names>
</name>
<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>McIntyre</surname>
<given-names>Roger S.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2224561/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Wanxin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2100852/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Lan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/810620/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Fan</surname>
<given-names>Beifang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Lu</surname>
<given-names>Ciyong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/810618/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Medical Statistics and Epidemiology, School of Public Health, Sun Yat-sen University</institution>, <addr-line>Guangzhou</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Psychiatry, Shenzhen Nanshan Center for Chronic Disease Control</institution>, <addr-line>Shenzhen</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Public Health, Zunyi Medical University</institution>, <addr-line>Zunyi</addr-line>,&#xa0;<country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Brain and Cognition Discovery Foundation</institution>, <addr-line>Toronto, ON</addr-line>,&#xa0;<country>Canada</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Psychiatry, University of Toronto</institution>, <addr-line>Toronto, ON</addr-line>,&#xa0;<country>Canada</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Pharmacology and Toxicology, University of Toronto</institution>, <addr-line>Toronto, ON</addr-line>,&#xa0;<country>Canada</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1630544/overview">Allyson Kelley</ext-link>, Allyson Kelley &amp; Associates PLLC, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2144997/overview">Hari Harjanto Setiawan</ext-link>, National Research and Innovation Agency (BRIN), Indonesia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2001971/overview">Vassilis Martiadis</ext-link>, Asl Napoli 1 Centro, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Ciyong Lu, <email xlink:href="mailto:luciyong@mail.sysu.edu.cn">luciyong@mail.sysu.edu.cn</email>; Beifang Fan, <email xlink:href="mailto:fanbf@foxmail.com">fanbf@foxmail.com</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>18</day>
<month>08</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1634899</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Yiming, Liao, Li, Zhou, Zhao, Chen, Zhang, Liu, Zhang, Dri, McIntyre, Wang, Guo, Fan and Lu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Yiming, Liao, Li, Zhou, Zhao, Chen, Zhang, Liu, Zhang, Dri, McIntyre, Wang, Guo, Fan and Lu</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>Major depressive disorder (MDD) is often accompanied by somatic symptoms, but their longitudinal relationship with suicidal ideation (SI) remains insufficiently characterized. This longitudinal study in MDD patients aimed to (1) examine the associations between somatic symptoms (including total, pain, autonomic, energy, and CNS symptoms) and SI, and (2) investigate potential non-linear relationships among somatic symptoms and their subtypes with SI.</p>
</sec>
<sec>
<title>Methods</title>
<p>Data was collected from patients with MDD in the Depression Cohort in China. The 28-item Somatic Symptoms Inventory (SSI) was used to assess somatic symptoms. SI was measured using the Beck Scale for Suicide Ideation (BSSI). Assessments were conducted at baseline and at weeks 4, 8, 12, 24, 48, and 72. Generalized estimating equations were utilized for exploring the associations of somatic symptoms and their subtypes with SI. GEE across three distinct models: Model 1 (unadjusted); Model 2 adjusted for sociodemographic and lifestyle factors; and Model 3 additionally adjusted for clinical characteristics. All models accounted for baseline SI.</p>
</sec>
<sec>
<title>Results</title>
<p>These studies consisted of 1274 individuals with MDD (mean [SD], 27.7 [6.8] years; 399 (31.3%) males). The adjusted odds ratios (ORs) for SI across quartiles of total somatic symptom scores were 1.0 (reference), 0.95 (95% CI: 0.85-1.07, <italic>P</italic> = 0.419), 1.20 (95% CI: 1.03-1.41, <italic>P</italic> = 0.022), and 1.71 (95% CI: 1.39-2.11, <italic>P</italic> &lt; 0.001) for quartiles 1,2, 3, and 4, respectively. Pain, autonomic, energy, and CNS symptoms showed similar results. A non-linear association (<italic>P</italic> for nonlinear &lt; 0.001) was observed between total somatic symptom scores and SI. When the total somatic symptom score is below 49, the risk of SI remains at a relatively low level. However, when these scores exceeded the mentioned values, the risk of SI increases rapidly.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Our findings suggest that in patients with MDD, there is a significant association between somatic symptoms and their subtypes with SI. Notably, the risk of SI is significantly increased by somatic symptoms in a nonlinear manner. These findings highlight the necessity of addressing somatic symptoms in the management of depression and emphasize the importance of developing targeted interventions to mitigate suicide risk in this vulnerable population.</p>
</sec>
</abstract>
<kwd-group>
<kwd>somatic symptoms</kwd>
<kwd>suicidal ideation</kwd>
<kwd>major depressive disorder</kwd>
<kwd>depression cohort in China</kwd>
<kwd>suicide prevention</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="65"/>
<page-count count="12"/>
<word-count count="5683"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Mood Disorders</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Major Depressive Disorder (MDD) is a prevalent mood disorder characterized by high prevalence, recurrent episodes, low remission rates, and high suicide rates (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>). It is the second most prevalent cause of disability globally, affecting over 3.32 million individuals (<xref ref-type="bibr" rid="B4">4</xref>). MDD adversely affects not only social functioning and quality of life, but also significantly increases the risk of suicidal behaviors, thereby imposing substantial burdens on affected individuals, their families, and communities (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>). Suicide is the most severe consequence of depression. Globally, over 720,000 people die by suicide annually (<xref ref-type="bibr" rid="B7">7</xref>). An estimated 90% of individuals who die by suicide suffer from one or more mood disorders, with MDD accounting for 59-87% of all reported suicides (<xref ref-type="bibr" rid="B8">8</xref>). Suicidal ideation (SI) often presents prior to an index suicide attempt or fatality (<xref ref-type="bibr" rid="B9">9</xref>). In China, among individuals with MDD, the prevalence of SI is 27.5% over the past month and 53.1% over their lifetime (<xref ref-type="bibr" rid="B10">10</xref>). The greater the severity and pervasive the SI, the higher the likelihood that it will lead to an attempt (<xref ref-type="bibr" rid="B11">11</xref>). Therefore, it is necessary to further explore the risk factors for SI among patients with MDD in order to better prevent suicidal behaviors.</p>
<p>Somatic symptoms are common among MDD patients and present with diverse manifestations. In Western countries, approximately 66%&#x2013;93% of individuals with MDD experience somatic symptoms of varying severity (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). Under the influence of collectivist values, Chinese people are more likely to report somatic symptoms (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>). In China, over 70% of patients exhibit moderate to severe somatic symptoms (<xref ref-type="bibr" rid="B16">16</xref>). Even though certain somatic symptoms are not covered by the Diagnostic Statistical Manual (DSM-5), they often co-occur with depression (<xref ref-type="bibr" rid="B17">17</xref>). These symptoms are associated with more severe and longer-lasting depression, increased disability, poorer clinical outcomes, elevated medical expenses, and worse quality of life (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B21">21</xref>). These factors also serve as independent risk factors for SI in individuals with MDD (<xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>MDD patients with SI exhibit more frequent and severe somatic symptoms compared to those without SI (<xref ref-type="bibr" rid="B23">23</xref>). A Turkish study has shown that individuals with SI have an average of 20.1 somatic complaints, while those without SI have an average of 10.6 somatic complaints (<xref ref-type="bibr" rid="B24">24</xref>). Previous research has demonstrated a significant association between somatic symptoms and a heightened risk of SI, with this risk seeming to exist independently of the presence of concurrent mental disorders (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>). However, there is a lack of longitudinal research evidence regarding individuals with MDD, as well as an exploration of whether there is a non-linear relationship between somatic symptoms and SI.</p>
<p>Somatic symptoms in patients with depression can be categorized into different subtypes, including pain symptoms, autonomic nervous system symptoms, energy- symptoms, and central nervous system (CNS) symptoms (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B25">25</xref>). Most prior studies on the association between somatic symptom subtypes and SI have focused on single symptoms within specific somatic subtypes. However, patients often experience multiple somatic symptoms simultaneously rather than just one. Therefore, considering only single symptoms when examining the relationship between somatic symptoms and SI is insufficient. The cumulative impact and overall burden of co-occurring somatic symptoms must also be taken into account. While some studies have concentrated on the overall burden of pain symptoms, research on other subtypes remains limited.</p>
<p>Therefore, this longitudinal study of MDD patients in China, evaluating the burden of somatic symptoms and their subtypes (including pain, autonomic, energy, and CNS symptoms), aimed to: (1) investigate the associations between somatic symptoms and their subtypes with SI, and (2) evaluate non-linear relationships among somatic symptoms and their subtypes with SI.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study population</title>
<p>The data were sourced from the Depression Cohort in China (DCC; ChiCTR registry number: 1900022145) (<xref ref-type="bibr" rid="B26">26</xref>). The DCC is a large-scale, ongoing research project that focuses on individuals diagnosed with MDD. Participants were recruited from two mental health institutions in Shenzhen between June 2020 and September 2024. The diagnosis of MDD was confirmed through a structured clinical interview using the Mini-International Neuropsychiatric Interview (M.I.N.I.) conducted by psychiatrists. After enrollment, participants underwent a baseline assessment and were followed up at weeks 4, 8, 12, 24, 48, and 72. Data analysis included individuals who had at least one follow-up visit during the 72-week follow-up period.</p>
<p>Participants met the following inclusion criteria: (1) 18&#x2013;65 years; (2) a score of &#x2265;10 on the Patient Health Questionnaire-9 (PHQ-9) and &#x2265;8 on the 17-item Hamilton Depression Rating Scale (HAMD-17); (3) demonstrated capacity for effective communication and provision of informed consent. Individuals were excluded if they met any of the following criteria: (1) diagnosed with severe mental comorbidities (e.g., bipolar disorder, schizophrenia); (2) combined with neurological diseases (e.g., epilepsy, encephalitis, traumatic brain injury); (3) have a history of substance abuse (such as alcohol, drugs); (4) Current pregnancy or lactation status. The Institutional Review Board of Sun Yat-sen University School of Public Health granted ethical approval for this protocol (Ethical code: L2017044). All participants provided written informed consent before initiating study procedures.</p>
<p>The study enrolled a total of 1,508 participants diagnosed with MDD. Following the exclusion of individuals with incomplete data on somatic symptoms (n = 32), SI (n = 8)and those who were lost to follow-up (n = 234), the final analysis comprised 1274 patients with MDD. The process of participant selection and exclusion is illustrated in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The inclusion and exclusion process of patients with major depressive disorder. MDD, Major depressive disorder.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1634899-g001.tif">
<alt-text content-type="machine-generated">Flowchart showing patient selection for a study on Major Depressive Disorder. From 1508 eligible patients, 40 were excluded due to missing information, and 234 were lost to follow-up, leaving 1274 patients included in the analysis. Follow-ups occurred at 4, 8, 12, 24, and 48 weeks.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Assessment of somatic symptoms</title>
<p>Somatic symptoms were evaluated using the 28-item Somatic Symptoms Inventory (SSI) during baseline and follow-up visits. The SSI is a self-assessment instrument that measures the severity of somatic symptoms reported by the individual throughout the preceding week (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). The SSI shown good reliability in our study (McDonald&#x2019;s omega = 0.96). Each item on the SSI was scored from 1 to 5 (1 = &#x201c;absent&#x201d;; 2 = &#x201c;a little bit&#x201d;; 3 = &#x201c;moderate&#x201d;; 4 = &#x201c;quite a bit&#x201d;; 5 = &#x201c;a great deal&#x201d;). The total score of the SSI ranges from 28 to 140, with a higher scores signifying greater severity of somatic symptoms (<xref ref-type="bibr" rid="B29">29</xref>). Based on previous studies (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B25">25</xref>), Somatic&#xa0;symptoms were categorized into 4 subtypes, including pain symptoms (scoring range: 7 to 35), autonomic symptoms (scoring range: 11 to 55), energy symptoms (scoring range: 6 to 30), and CNS symptoms (scoring range: 4 to 20). Participants were stratified into four groups (Quartile 1&#x2013;Quartile 4) according to quartiles of total somatic symptom scores and each subtype score.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Assessment of SI</title>
<p>The Beck Scale for Suicide Ideation (BSSI) was used to measure SI in the past week both at baseline and during follow-up visits (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>). This self-report instrument includes 19 items that are scored on a 3-point Likert scale, with scores ranging from 1 to 3 (1 = &#x201c;I have no wish to die&#x201d;; 2 = &#x201c;I have a weak wish to die&#x201d;; 3 = &#x201c;I have a moderate-to-strong wish to die&#x201d;). SI severity is evaluated using the first five items (<xref ref-type="bibr" rid="B32">32</xref>). The SI assessment has a score range of 5 to 15, where higher scores indicate more severe SI (<xref ref-type="bibr" rid="B33">33</xref>). The BSSI shown good reliability in our study (McDonald&#x2019;s omega = 0.96).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Assessment of potential covariates</title>
<p>During baseline and follow-up evaluations, structured self-completed questionnaires were used to collect covariate data. These including sociodemographic factors, health-related factors and MDD-associated clinical characteristics.</p>
<p>sociodemographic factors included age, sex (male or female), ethnicity (Han or Other), education (high school or below; undergraduate; master&#x2019;s degree or above), marital status (married; unmarried/divorced/widowed), employment status (unemployed or employed), monthly household income (no fixed income;&lt;10&#x2013;000 yuan; 10 000&#x2013;19&#x2013;999 yuan; &#x2265;20&#x2013;000 yuan) and living arrangements (living alone; living with families; living with others) (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>Health-related factors included lifetime smoking status (yes or no), lifetime drinking status (yes or no), weekly exercise habits (yes or no), comorbidity (yes or no)</p>
<p>, and body-mass index (BMI) (<xref ref-type="bibr" rid="B36">36</xref>). Lifetime smoking, lifetime drinking, and weekly exercise habits were evaluated by the following questions: &#x201c;Have you ever smoked a cigarette (yes or no)?&#x201d; &#x201c;Have you ever consumed at least one alcoholic drink of any kind (yes or no)?&#x201d; &#x201c;Do you have a weekly exercise habit (yes or no)?&#x201d;. Comorbidity (diagnosed at the community health service center or a higher level of medical institution, including all diseases suffered to date), (1=has a history of illness; 0=has no history of illness).</p>
<p>MDD-associated clinical characteristics included the severity of depressive symptoms, first episode (yes or no), severity of anxiety symptoms, current antidepressant use (yes or no), previous antidepressant use (yes or no), and sleep medication use (yes or no)</p>
<p>(<xref ref-type="bibr" rid="B20">20</xref>). The severity of depression symptoms during the past two weeks was assessed using the Patient Health Questionnaire-9 (PHQ-9). The severity of anxiety symptoms during the past two weeks was assessed using the Generalized Anxiety Disorder-7 (GAD-7). The assessment of first-episode MDD was conducted using the question: &#x201c;How many depressive episodes have you experienced in total so far?&#x201d; Participants who reporting only one depressive episode were classified as having a first-episode MDD.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical analyses</title>
<p>Initially, we conducted descriptive analyses by grouping participants by sex to compare baseline characteristics between males and females. Continuous variables were described using mean (SD), and categorical variables were described using frequencies with percentages. Differences between the gender groups were compared using independent samples t-tests and chi-square tests.</p>
<p>Secondly, we applied Generalized Estimating Equations exploring the longitudinal relationship between somatic symptoms and its subtypes with SI across three models: Model 1 was unadjusted; Model 2 was adjusted for covariates, including sociodemographic factors (e.g., age, sex, ethnicity, education, marital status, employment status, monthly household income, and living arrangements) and health-related factors (e.g., lifetime smoking status, lifetime drinking status, weekly exercise habits, comorbidity, and BMI); and Model 3 further adjusted for MDD-associated clinical characteristics, such as the severity of depression symptoms, the severity of anxiety symptoms, first episode, current antidepressant use, previous antidepressant use, sleep medication use, and time trends. All models accounted for baseline SI. In the above analysis, an unstructured correlation working structure and a linear link function for the continuous outcome variable were employed. The unstructured working correlation matrix was selected because it yielded the lowest quasi-likelihood under the independence model criterion (QIC), indicating the best-fitting structure, and a linear link function was employed for the continuous outcome. We used multiple imputations with chained equations with 5 data sets to impute confounders with missing values, thereby reducing potential bias from missing covariate data. Additionally, Scores for total somatic symptoms and its subtypes were categorized into four groups according to their quartiles and subjected to a trend test.</p>
<p>Lastly, we used restricted cubic splines to further investigate the non-linear association of somatic symptoms and its subtypes with SI. Specifically, we applied restricted cubic splines with 4 knots positioned at the 5th, 35th, 65th, and 95th percentiles of the total somatic symptom score and the scores of its subtypes to model this relationship.</p>
<p>Statistical analyses were completed utilizing R software (version 4.1.3; R Foundation for Statistical Computing, Vienna, Austria). A two-sided P value below 0.05 was deemed to indicate statistical significance.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Characteristics of study population</title>
<p>
<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> displays the characteristics of the study participants. A total of 1274 patients were included in the study, comprising 399 males (31.3%) and 875 females (94.87%), with a mean age of 27.7 years (SD, 6.77 years). Most participants were Han ethnic (94.87%), highly educated (83.39%), non-married (73.90%) and employed (67.74%). Participants whose monthly household income was &#x2265;20,000 yuan accounted for the largest part (34.2%). Regarding health-related factors, the majority of the participants reported no exercise habits (64.23%), alcohol consumption (85.62%), no smoking cigarettes (57.27%), and lived with families (55.07%). Regarding clinical characteristics, more than half of the participants were at their first episodes of MDD (63.60%), were prescribed antidepressants (80.98%), were not prescribed sleep medications (73.03%), and did not have comorbidities (66.85%) at baseline. Educational levels, employment status, lifetime drinking status, living alone, antidepressant use, previous antidepressant use, first episode and comorbidity were balanced among participants within different groups. In addition, the mean (SD) scores for SI, total somatic symptom, pain symptom, CNS symptom, autonomic symptoms, energy symptoms, PHQ-9 and GAD-7 were 8.96 (2.6), 62.2 (21.3), 14.7 (6.04), 7.78 (3.37), 22.7 (8.54), 17.4 (6.07), 19.5 (4.49) and 14.1 (4.83) respectively.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Baseline characteristics of the participants included.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Variable <xref ref-type="table-fn" rid="fnT1_1">
<sup>a</sup>
</xref>
</th>
<th valign="middle" align="left">Overall (1274)</th>
<th valign="middle" align="left">Male (399)</th>
<th valign="middle" align="left">Female (875)</th>
<th valign="middle" align="left">
<italic>P</italic>-value <xref ref-type="table-fn" rid="fnT1_2">
<sup>b</sup>
</xref>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Age, mean (SD), years</td>
<td valign="middle" align="left">27.7 (6.77)</td>
<td valign="middle" align="left">27.7 (6.74)</td>
<td valign="middle" align="left">27.8 (6.79)</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<th valign="middle" align="left">Ethnicity (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.043</th>
</tr>
<tr>
<td valign="middle" align="left">Han</td>
<td valign="middle" align="left">1202 (94.87)</td>
<td valign="middle" align="left">384 (96.73)</td>
<td valign="middle" align="left">818 (94.02)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">Other</td>
<td valign="middle" align="left">65 (5.13)</td>
<td valign="middle" align="left">13 (3.27)</td>
<td valign="middle" align="left">52 (5.98)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Education (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.123</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;High school or below</td>
<td valign="middle" align="left">211 (16.60)</td>
<td valign="middle" align="left">78 (19.65)</td>
<td valign="middle" align="left">133 (15.22)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Undergraduate</td>
<td valign="middle" align="left">920 (72.38)</td>
<td valign="middle" align="left">274 (69.02)</td>
<td valign="middle" align="left">646 (73.91)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Master&#x2019;s degree or above</td>
<td valign="middle" align="left">140 (11.01)</td>
<td valign="middle" align="left">45 (11.34)</td>
<td valign="middle" align="left">95 (10.87)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Marital status (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.004</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Married</td>
<td valign="middle" align="left">332 (26.10)</td>
<td valign="middle" align="left">83 (20.80)</td>
<td valign="middle" align="left">249 (28.52)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Unmarried/divorced/widowed</td>
<td valign="middle" align="left">940 (73.90)</td>
<td valign="middle" align="left">316 (79.20)</td>
<td valign="middle" align="left">624 (71.48)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Employment status (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.770</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Unemployed</td>
<td valign="middle" align="left">410 (32.26)</td>
<td valign="middle" align="left">130 (32.83)</td>
<td valign="middle" align="left">280 (32.26)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Employed</td>
<td valign="middle" align="left">861 (67.74)</td>
<td valign="middle" align="left">266 (67.17)</td>
<td valign="middle" align="left">595 (68.00)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Monthly household income (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.048</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No fixed income</td>
<td valign="middle" align="left">145 (11.95)</td>
<td valign="middle" align="left">59 (15.40)</td>
<td valign="middle" align="left">86 (10.36)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&lt;10&#x2013;000 yuan</td>
<td valign="middle" align="left">318 (26.22)</td>
<td valign="middle" align="left">88 (22.98)</td>
<td valign="middle" align="left">230 (27.71)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;10 000&#x2013;19&#x2013;999 yuan</td>
<td valign="middle" align="left">323 (26.63)</td>
<td valign="middle" align="left">100 (26.11)</td>
<td valign="middle" align="left">223 (26.87)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2265;20&#x2013;000 yuan</td>
<td valign="middle" align="left">427 (35.20)</td>
<td valign="middle" align="left">136 (35.51)</td>
<td valign="middle" align="left">291 (35.06)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Living arrangements (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.141</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Living alone</td>
<td valign="middle" align="left">329 (26.26)</td>
<td valign="middle" align="left">116 (29.82)</td>
<td valign="middle" align="left">213 (24.65)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Living with families</td>
<td valign="middle" align="left">690 (55.07)</td>
<td valign="middle" align="left">201 (51.67)</td>
<td valign="middle" align="left">489 (56.60)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Living with others</td>
<td valign="middle" align="left">234 (18.68)</td>
<td valign="middle" align="left">72 (18.51)</td>
<td valign="middle" align="left">162 (18.75)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Lifetime smoking status (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">&lt;0.001</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="left">544 (42.73)</td>
<td valign="middle" align="left">244 (61.31)</td>
<td valign="middle" align="left">300 (34.29)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="left">729 (57.27)</td>
<td valign="middle" align="left">154 (38.69)</td>
<td valign="middle" align="left">575 (65.71)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Lifetime drinking status (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.112</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="left">1090 (85.62)</td>
<td valign="middle" align="left">350 (87.94)</td>
<td valign="middle" align="left">740 (84.57)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="left">183 (14.38)</td>
<td valign="middle" align="left">48 (12.06)</td>
<td valign="middle" align="left">135 (15.43)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Weekly exercise habits (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">&lt;0.001</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="left">455 (35.77)</td>
<td valign="middle" align="left">178 (44.61)</td>
<td valign="middle" align="left">277 (21.78)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="left">817 (64.23)</td>
<td valign="middle" align="left">221 (55.39)</td>
<td valign="middle" align="left">596 (68.72)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Comorbidity (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.351</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="left">422 (33.15)</td>
<td valign="middle" align="left">125 (31.33)</td>
<td valign="middle" align="left">297 (33.98)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="left">851 (66.85)</td>
<td valign="middle" align="left">274 (68.67)</td>
<td valign="middle" align="left">577 (66.02)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">First episode (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.913</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="left">809 (63.60)</td>
<td valign="middle" align="left">254 (63.82)</td>
<td valign="middle" align="left">555 (63.50)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="left">463 (36.40)</td>
<td valign="middle" align="left">144 (36.18)</td>
<td valign="middle" align="left">319 (36.50)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Antidepressant use (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.357</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="left">1005 (80.98)</td>
<td valign="middle" align="left">325 (82.49)</td>
<td valign="middle" align="left">680 (80.28)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="left">236 (19.02)</td>
<td valign="middle" align="left">69 (17.51)</td>
<td valign="middle" align="left">167 (19.72)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Previous Antidepressant use (n,%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.787</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="left">445 (34.96)</td>
<td valign="middle" align="left">137 (34.42)</td>
<td valign="middle" align="left">308 (35.20)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="left">828 (65.04)</td>
<td valign="middle" align="left">261 (65.58)</td>
<td valign="middle" align="left">567 (64.80)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Sleep medications use</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.913</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="left">342 (26.97)</td>
<td valign="middle" align="left">100 (25.38)</td>
<td valign="middle" align="left">242 (27.69)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="left">926 (73.03)</td>
<td valign="middle" align="left">294 (74.62)</td>
<td valign="middle" align="left">632 (72.31)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">BMI, mean (SD)</td>
<td valign="middle" align="left">21.5 (3.83)</td>
<td valign="middle" align="left">23.1 (4.03)</td>
<td valign="middle" align="left">20.8 (3.51)</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">PHQ-9 scores, mean (SD)</td>
<td valign="middle" align="left">19.5 (4.49)</td>
<td valign="middle" align="left">19.2 (4.48)</td>
<td valign="middle" align="left">19.7 (4.49)</td>
<td valign="middle" align="left">0.06</td>
</tr>
<tr>
<td valign="middle" align="left">GAD-7 scores, mean (SD)</td>
<td valign="middle" align="left">14.1 (4.83)</td>
<td valign="middle" align="left">13.98 (4.90)</td>
<td valign="middle" align="left">14.22 (4.81)</td>
<td valign="middle" align="left">0.40</td>
</tr>
<tr>
<td valign="middle" align="left">SI scores, mean (SD)</td>
<td valign="middle" align="left">8.96 (2.6)</td>
<td valign="middle" align="left">8.77 (2.59)</td>
<td valign="middle" align="left">9.05 (2.60)</td>
<td valign="middle" align="left">0.08</td>
</tr>
<tr>
<td valign="middle" align="left">Total somatic symptom score, mean (SD)</td>
<td valign="middle" align="left">62.2 (21.3)</td>
<td valign="middle" align="left">58 (19.7)</td>
<td valign="middle" align="left">64.7 (21.7)</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Pain symptoms score, mean (SD)</td>
<td valign="middle" align="left">14.7 (6.04)</td>
<td valign="middle" align="left">13.5 (5.59)</td>
<td valign="middle" align="left">15.3 (6.15)</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">CNS symptoms score, mean (SD)</td>
<td valign="middle" align="left">7.78 (3.37)</td>
<td valign="middle" align="left">7.5 (3.23)</td>
<td valign="middle" align="left">7.9 (3.42)</td>
<td valign="middle" align="left">0.04</td>
</tr>
<tr>
<td valign="middle" align="left">Autonomic symptoms score, mean (SD)</td>
<td valign="middle" align="left">22.7 (8.54)</td>
<td valign="middle" align="left">20.7 (7.63)</td>
<td valign="middle" align="left">23.6 (8.78)</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Energy symptoms score, mean (SD)</td>
<td valign="middle" align="left">17.4 (6.07)</td>
<td valign="middle" align="left">16.3 (5.86)</td>
<td valign="middle" align="left">17.9 (6.10)</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT1_1">
<label>a</label>
<p>Unless otherwise indicated, data are expressed as No. (%) of participants.</p>
</fn>
<fn id="fnT1_2">
<label>b</label>
<p>Baseline characteristics were compared between the two groups using two independent-sample <italic>t</italic>-tests for continuous variables and Chi-Square tests or Fisher exact probabilities for categorical variables.</p>
</fn>
<fn>
<p>BMI, body mass index; PHQ-9, Patient Health Questionnaire-9; GAD-7, General Anxiety Disorder-7; SI, suicidal ideation.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Relationship between somatic symptoms and SI</title>
<p>After adjusting for potential confounders, we discovered that somatic symptom quartiles were associated with SI, as shown in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>. compared with quartile 1 of total somatic symptom scores, the full-adjusted odds ratios (<italic>ORs</italic>) and 95% CIs for SI from quartile 2 to 4 were 1.0 (reference), 0.95 (95% CI: 0.85-1.07, P = 0.419), 1.20 (95% CI: 1.03-1.40, P = 0.022), and 1.71 (95% CI: 1.39-2.11, P &lt; 0.001) for quartiles 1,2, 3, and 4, respectively. <italic>P</italic>-value for trend &lt; 0.001. In the 4 and 3 quartiles of total somatic symptom scores, patients had 1.7 and 1.2 times the risk of SI compared to those in the 1 quartile. In contrast, there was no significant association between somatic symptoms and suicidal ideation in the second quartile. Across all somatic symptom subtypes consistent pattern was observed. Compared to quartile 1, the ORs for SI in quartiles 2&#x2013;4 were 1.03 (95% CI: 0.92 - 1.14, P = 0.631), 1.22 (95% CI: 1.05 - 1.41, P = 0.010), and 1.67 (95% CI: 1.39 - 2.00, P &lt; 0.001) for pain symptoms scores; 1.03 (95% CI: 0.93 - 1.14, P = 0.573), 1.24 (95% CI: 1.09 - 1.42, P = 0.002), and 1.80 (95% CI: 1.48 - 2.18, P &lt; 0.001) for autonomic symptoms scores; 1.02 (95% CI: 0.91 - 1.14, P = 0.742), 1.17 (95% CI: 1.00 - 1.36, P = 0.048), and 1.74 (95% CI: 1.42 - 2.14, P &lt; 0.001) for energy symptoms scores; and 1.03 (95% CI: 0.93 - 1.14, P = 0.616), 1.24 (95% CI: 1.09 - 1.41, P = 0.002), and 1.61 (95% CI: 1.33 - 1.96, P &lt; 0.001) for CNS symptoms scores. All P - values for trend were below 0.001.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Associations between somatic symptoms and their subcategories with SI.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Variable</th>
<th valign="middle" colspan="2" align="center">Model 1</th>
<th valign="middle" colspan="2" align="center">Model 2</th>
<th valign="middle" colspan="2" align="center">Model 3</th>
</tr>
<tr>
<th valign="middle" align="left">OR (95%CI)</th>
<th valign="middle" align="left">
<italic>P</italic>-value</th>
<th valign="middle" align="left">OR (95%CI)</th>
<th valign="middle" align="left">
<italic>P</italic>-value</th>
<th valign="middle" align="left">OR (95%CI)</th>
<th valign="middle" align="left">
<italic>P</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" align="left" style="" colspan="7">Total somatic symptoms</th>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 1 (28&#x2013;37)</td>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 2 (38&#x2013;49)</td>
<td valign="middle" align="left" style="">1.76 (1.56-1.99)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.70(1.51-1.92)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">0.95 (0.85-1.07)</td>
<td valign="middle" align="left" style="">0.419</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 3 (50&#x2013;68)</td>
<td valign="middle" align="left" style="">3.64 (3.12-4.26)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">3.41 (2.92-3.98)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.20 (1.03-1.40)</td>
<td valign="middle" align="left" style="">0.022</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 4 (69&#x2013;140)</td>
<td valign="middle" align="left" style="">9.79 (7.94-12.07)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">9.09 (7.38-11.20)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.71 (1.39-2.11)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;P-value for trend</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
</tr>
<tr>
<th valign="middle" align="left" style="" colspan="7">&#x2003;Pain symptoms</th>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 1 (7&#x2013;8)</td>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 2 (9&#x2013;11)</td>
<td valign="middle" align="left" style="">1.56 (1.38-1.75)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.51 (1.35-1.7)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.03 (0.92-1.14)</td>
<td valign="middle" align="left" style="">0.631</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 3 (12&#x2013;16)</td>
<td valign="middle" align="left" style="">2.79 (2.38-3.28)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">2.63 (2.24-3.08)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.22 (1.05-1.41)</td>
<td valign="middle" align="left" style="">0.010</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 4 (17&#x2013;35)</td>
<td valign="middle" align="left" style="">6.5 (5.31-7.96)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">6.08 (4.98-7.42)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.67 (1.39-2.00)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;P-value for trend</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
</tr>
<tr>
<th valign="middle" align="left" style="" colspan="7">Autonomic symptoms</th>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 1 (11&#x2013;13)</td>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 2 (14&#x2013;17)</td>
<td valign="middle" align="left" style="">1.69 (1.51-1.89)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.65 (1.47-1.84)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.03 (0.93-1.14)</td>
<td valign="middle" align="left" style="">0.573</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 3 (18&#x2013;25)</td>
<td valign="middle" align="left" style="">3.1 (2.68-3.58)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">2.9 (2.51-3.35)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.24 (1.09-1.42)</td>
<td valign="middle" align="left" style="">0.002</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 4 (26&#x2013;55)</td>
<td valign="middle" align="left" style="">8.18 (6.61-10.12)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">7.59 (6.15-9.38)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.80 (1.48-2.18)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;P-value for trend</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
</tr>
<tr>
<th valign="middle" align="left" style="" colspan="7">Energy symptoms</th>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 1 (6&#x2013;9)</td>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 2 (10&#x2013;13)</td>
<td valign="middle" align="left" style="">1.84 (1.64-2.07)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.78 (1.58-2.01)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.02 (0.91-1.14)</td>
<td valign="middle" align="left" style="">0.742</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 3 (14&#x2013;19)</td>
<td valign="middle" align="left" style="">3.53 (3.02-4.11)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">3.32 (2.85-3.87)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.17 (1.00-1.36)</td>
<td valign="middle" align="left" style="">0.048</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 4 (20&#x2013;30)</td>
<td valign="middle" align="left" style="">9.78 (8.01-11.95)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">9.14 (7.47-11.17)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.74 (1.42-2.14)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;P-value for trend</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
</tr>
<tr>
<th valign="middle" align="left" style="" colspan="7">CNS symptoms score</th>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 1 (4)</td>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">0 [Reference]</td>
<td valign="middle" align="left" style=""/>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 2 (5&#x2013;6)</td>
<td valign="middle" align="left" style="">1.49 (1.33-1.67)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.46 (1.31-1.64)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.03 (0.93-1.14)</td>
<td valign="middle" align="left" style="">0.616</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 3 (7&#x2013;9)</td>
<td valign="middle" align="left" style="">2.71 (2.34-3.15)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">2.61 (2.25-3.02)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.24 (1.09-1.41)</td>
<td valign="middle" align="left" style="">0.002</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;Quartile 4 (10&#x2013;20)</td>
<td valign="middle" align="left" style="">6.3 (5.05-7.86)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">5.91 (4.75-7.35)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style="">1.61 (1.33-1.96)</td>
<td valign="middle" align="left" style="">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left" style="">&#x2003;P-value for trend</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
<td valign="middle" align="left" style=""/>
<td valign="middle" align="left" style="">&lt;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Model 1: Unadjusted for any potential covariates.</p>
</fn>
<fn>
<p>Model 2: Adjusted for age, sex, ethnicity, education, marital status, living arrangement, employment status, monthly household income, lifetime drinking status, lifetime smoking status, BMI, exercise habits, comorbidity.</p>
</fn>
<fn>
<p>Model 3: Additionally adjusted for PHQ-9 scores, GAD-7 scores, first episodes, antidepressant use, previous antidepressant use, sleep medications use, baseline SI, time trend.</p>
</fn>
<fn>
<p>BMI, body-mass index; PHQ-9, Patient Health Questionnaire-9; GAD-7, Generalized Anxiety Disorder-7; SI, suicidal ideation; OR, odds ratio; CI, confidence interval.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Restricted cubic spline analyses between somatic symptoms and SI</title>
<p>We found non-linear relationships between somatic symptom scores (e.g., total, pain, autonomic, and energy symptoms) and SI after adjusting for possible confounders (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A&#x2013;D</bold>
</xref>, all P-values for non-linearity &lt; 0.05). Specifically, When the total somatic symptom score is below 49, the pain symptoms score is below 11, and the autonomic symptoms score is below 17, the risk of SI remains at a relatively stable and low level. However, when these scores exceeded the mentioned values, the risk of SI increases rapidly. Additionally, the risk of SI slightly decreases when the energy symptoms score is below 13, but it rises sharply once the score exceeds 13. In contrast, we observed linear associations between CNS symptoms scores and SI (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2E</bold>
</xref>, <italic>P</italic> for nonlinear = 0.583).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Restricted cubic spline analyses between somatic symptoms and SI. The model was adjusted for age, sex, ethnicity, education, marital status, living arrangement, employment status, monthly household income, lifetime drinking status, lifetime smoking status, weekly exercise habits, comorbidity, BMI, PHQ-9 scores, GAD-7 scores, first episodes, antidepressant use, previous antidepressant use, sleep medications use. BMI, body-mass index; PHQ-9, Patient Health Questionnaire-9; GAD-7, Generalized Anxiety Disorder-7; SI, suicidal ideation; OR, odds ratio; CI, confidence interval; CNS, central nervous system.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1634899-g002.tif">
<alt-text content-type="machine-generated">Graphs A to E display the relationship between suicidal ideation score (95% CI) and various symptom scores. Each graph has a marked cutoff value where the score significantly impacts suicidal ideation. Graph A shows total somatic symptoms with a cutoff of 49. Graph B depicts pain symptoms with a cutoff of 11. Graph C illustrates autonomic symptoms with a cutoff of 17. Graph D represents energy symptoms with a cutoff of 13. Graph E shows CNS symptoms without a significant nonlinear relationship. All graphs indicate statistical significance with P &lt; 0.001 except E for nonlinearity (P = 0.583).</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In this longitudinal study, our findings suggest a significant association between somatic symptoms and their subtypes with SI among patients with MDD. Specifically, the somatic symptoms (e.g., total, painful, autonomic, and energy symptoms) significantly increased the risk of SI in a non-linear manner. In contrast, we observed linear associations between CNS symptoms and SI.</p>
<p>Our study found that total somatic symptoms were significantly associated with SI, independently of depressive symptom severity. These findings align with prior research (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B37">37</xref>&#x2013;<xref ref-type="bibr" rid="B39">39</xref>). A meta-analysis of 33 studies demonstrated a significant association between somatic symptoms and increased risk of SI across diverse populations (<xref ref-type="bibr" rid="B37">37</xref>). Importantly, this increased risk was observed to be independent of any co-occurring mental disorders. Furthermore, a Japanese study focused on adolescents showed that increased somatic symptoms were significantly and independently associated with SI during mid-adolescence (<xref ref-type="bibr" rid="B38">38</xref>). This association remained significant after accounting for additional psychopathological and behavioral symptoms, as well as potential confounding factors. Another longitudinal study of 6,934 Chinese adolescents found that higher somatic symptom scores were more likely to report SI at baseline, with this tendency persisting at the 1-year follow-up (<xref ref-type="bibr" rid="B39">39</xref>). However, investigations focusing on patients with MDD remain confined to a handful of cross-sectional studies. For instance, a study of 217 Chinese patients with first-episode MDD found that those with more somatic symptoms had a greater risk of SI (<xref ref-type="bibr" rid="B17">17</xref>). Similarly, a Korean study of 811 outpatients with MDD found that patients with SI had significantly higher somatic symptom scores compared to those without SI (<xref ref-type="bibr" rid="B23">23</xref>). Although these studies varied in design, population, and assessment methods for somatic symptoms, SI, and risk factors, as well as in the number and type of somatic symptoms examined, their overall findings are consistent with ours. By using a longitudinal design and adjusting for multiple confounders&#x2014;such as depression and anxiety severity, first-episode status, current and prior antidepressant use, sleep medications use, comorbid physical illness, and various health-related factors&#x2014;our study provides more precise evidence on the association between somatic symptoms and SI in MDD patients.</p>
<p>Our study indicated that different subtypes of somatic symptoms (e.g., pain, autonomic, energy symptoms, and CNS symptoms) are significantly associated with SI. These results align with those of prior studies. For instance, a meta-analysis of 31 studies showed that individuals with any form of physical pain were more likely to report both current and lifetime SI, suicide plans, and attempts (<xref ref-type="bibr" rid="B9">9</xref>). A cross-sectional study conducted in Korea involving 414 patients with MDD found that patients with painful somatic symptoms had a 1.7 times higher risk of experiencing SI during the current depressive episode compared to those who did not report pain (<xref ref-type="bibr" rid="B40">40</xref>). Mao et&#xa0;al. studied MDD patients and found that specific pain symptoms (e.g., limb and pre-verbal pain) and certain autonomic symptoms (e.g., weight loss, increased appetite, hypersomnia, hyposexuality, and respiratory, circulatory, urinary, and sensory system symptoms) were significantly associated with SI (<xref ref-type="bibr" rid="B41">41</xref>). Jeon et&#xa0;al. found that MDD patients with SI exhibited significantly higher frequency and severity of somatic symptoms than those without SI, with current suicidal risk specifically associated with chest pain in men and neck or shoulder pain in women (<xref ref-type="bibr" rid="B23">23</xref>). Fang et&#xa0;al. found that among individuals with first-episode MDD, those with a higher number of somatic symptoms had an increased risk of SI, with pain symptoms, pre-verbal pain, and specific autonomic nervous system symptoms (e.g., late insomnia, weight loss, sensory system complaints, hypersomnia, and hyposexuality) associated with current SI (<xref ref-type="bibr" rid="B17">17</xref>). However, previous cross-sectional studies of MDD patients have mainly examined associations between single symptoms within specific somatic subtypes and SI, suggesting that a single-symptom perspective may underestimate the overall risk. Given that individuals with MDD frequently present with multiple concurrent somatic symptoms, the overall burden within each subtype requires systematic evaluation. This study offers a more comprehensive and accurate evidence by calculating total scores for four somatic subtypes to assess their overall burden and relationship with SI. This enables more effective identification of high - risk individuals and the development of more targeted management strategies.</p>
<p>In addition, we found a significant nonlinear relationship between total somatic symptoms and SI. When somatic symptoms are mild, the risk of SI remains low and stable. However, as symptoms worsen, the risk of SI increases significantly. This nonlinear relationship can help establish a treatment threshold. specifically, a score of 49 could serve as a practical cutoff for initiating somatic-targeted interventions in clinical practice. Similar nonlinear patterns were observed for pain, autonomic, and energy symptom subtypes. Defining distinct thresholds for each subtype enables more precise risk assessment. Notably, no nonlinear dose-response relationship was observed between CNS symptoms and SI. This may be related to the multidimensionality and complexity of central nervous system symptoms. The underlying mechanisms warrant further in-depth investigation.</p>
<p>Individuals with MDD who have somatic symptoms exhibit more complex clinical manifestations than those without somatic symptoms (<xref ref-type="bibr" rid="B42">42</xref>). These individuals usually have a more severe condition, a longer disease course, and a lower quality of life (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B43">43</xref>). Persistent severe somatic symptoms not only indicate clinically significant impairment (<xref ref-type="bibr" rid="B44">44</xref>), but also significantly affect daily activities and functional levels (<xref ref-type="bibr" rid="B45">45</xref>). Furthermore, the severity of somatic symptoms may trigger health anxiety and concerns, which in turn may further increase the risk of SI (<xref ref-type="bibr" rid="B46">46</xref>).</p>
<p>The mechanistic association between somatic symptoms and SI in MDD is underpinned by multi-system dysregulation. Peripheral and central elevations of pro-inflammatory cytokines (TNF-&#x3b1;, IL-6) (<xref ref-type="bibr" rid="B47">47</xref>&#x2013;<xref ref-type="bibr" rid="B52">52</xref>), hyperactivity of the HPA axis (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B53">53</xref>), dysfunctions in the serotonergic and noradrenergic neurotransmitter systems (<xref ref-type="bibr" rid="B54">54</xref>&#x2013;<xref ref-type="bibr" rid="B56">56</xref>), alterations in cerebral structure&#x2014;such as regional grey-matter volume reductions and aberrant functional activity (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B57">57</xref>&#x2013;<xref ref-type="bibr" rid="B59">59</xref>)&#x2014;interact synergistically. These interactions form a complex pathophysiological network that influences the link between somatic symptoms and SI in patients with MDD.</p>
<p>Our results underscore the necessity of tackling somatic symptoms in MDD management. Early identification of clinical features that increase disease burden and management complexity is crucial for preventing depression from progressing to treatment-resistant and suicidal trajectories, as highlighted by Fiorillo et&#xa0;al. (<xref ref-type="bibr" rid="B60">60</xref>). Establishing subtype-specific thresholds allows for more precise risk stratification. In line with the international consensus by Maina et&#xa0;al. (<xref ref-type="bibr" rid="B61">61</xref>), patients with a high somatic burden should undergo multidimensional assessment and proactive suicide-risk monitoring. We recommend a total somatic score &#x2265;49 as a practical threshold to trigger intensified surveillance and early initiation of symptom evaluation and targeted interventions, so as to prevent the progression of depression toward treatment resistance and suicidal trajectories. Clinicians should routinely and comprehensively assess somatic symptoms, incorporate symptom-targeted strategies into treatment plans, select antidepressants with analgesic benefits or minimal physical symptom exacerbation based on individual patient profiles (<xref ref-type="bibr" rid="B62">62</xref>), and combine these approaches with evidence-based non-pharmacological interventions, such as cognitive-behavioral therapy, exercise therapy, and other pharmacological treatments (<xref ref-type="bibr" rid="B63">63</xref>&#x2013;<xref ref-type="bibr" rid="B65">65</xref>). Timely identification and effective management of somatic symptoms and their subtypes are essential for improving depression prognosis and reducing suicidal behavior.</p>
<p>Our study has several notable strengths. Firstly, to our knowledge, this is the first longitudinal study to explore the relationship between somatic symptoms and SI in patients with MDD. Secondly, our study examines the relationship between somatic symptoms and SI across four major subtypes: pain symptoms, autonomic nervous system symptoms, energy symptoms, and CNS symptoms. This is in contrast to previous studies that often focused on specific symptoms within subtypes. Thirdly, we identified potential inflection points in the non-linear relationships between somatic symptoms and SI. This is crucial for understanding the complex dynamics underlying these associations and informing targeted interventions.</p>
<p>When interpreting and generalizing our findings, several limitations must be considered. Firstly, the study was based in a hospital setting, which might restrict the results to be generalized to patients who do not seek treatment in hospitals. Secondly, we used the SSI scale to assess the 28 types of somatic symptoms in patients and did not measure or analyze other somatic symptoms that might be present in our study population. Thirdly, since we relied on self-report measures to assess somatic symptoms, SI, and depressive symptoms, recall bias could not be entirely avoided. Fourthly, although a longitudinal design was employed, the possibility of unmeasured confounders and reverse causation limits causal inferences.</p>
</sec>
<sec id="s5" sec-type="conclusion">
<label>5</label>
<title>Conclusion</title>
<p>Our study shows that somatic symptoms and their subtypes are significantly associated with SI in MDD patients. A critical threshold at &#x2265; 49 points on the total somatic symptom score indicates significantly elevated suicide risk. We recommend: (1) routine standardized assessment of somatic symptoms in all MDD patients;(2) implementation of targeted interventions for patients exceeding this threshold; and (3) enhanced suicide risk monitoring for these patients. This evidence-based stratified management approach holds significant clinical value for improving depression outcomes and suicide prevention.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Institutional Review Board of Sun Yat-sen University School of Public Health (Ethical code: L2017044). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>SY: Writing &#x2013; original draft, Formal Analysis, Investigation, Methodology, Visualization, Data curation, Conceptualization. YHL: Methodology, Data curation, Conceptualization, Writing &#x2013; review &amp; editing, Formal Analysis. YZL: Writing &#x2013; review &amp; editing, Formal Analysis, Data curation, Conceptualization, Methodology. WZ: Conceptualization, Writing &#x2013; review &amp; editing, Data curation, Methodology, Formal Analysis. HZ: Writing &#x2013; review &amp; editing, Investigation, Project administration. RC: Project administration, Investigation, Writing &#x2013; review &amp; editing. QZ: Investigation, Writing &#x2013; review &amp; editing, Project administration. YFL: Writing &#x2013; review &amp; editing, Investigation, Project administration. HMZ: Investigation, Writing &#x2013; review &amp; editing, Project administration. CD: Writing &#x2013; review &amp; editing. RM: Writing &#x2013; review &amp; editing. WW: Writing &#x2013; review &amp; editing. LG: Methodology, Writing &#x2013; review &amp; editing. BF: Project administration, Conceptualization, Funding acquisition, Writing &#x2013; review &amp; editing, Supervision, Resources. CL: Resources, Funding acquisition, Visualization, Project administration, Writing &#x2013; review &amp; editing, Conceptualization, Investigation, Supervision, Methodology.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. This study was funded by National Natural Science Foundation of China (Grant No.82373660 and 81761128030) and the Sanming Project of Medicine in Shenzhen Nanshan (grant No. 11). The funder had no role in the design or conduct of the study; the collection, management, analysis, or interpretation of the data; the preparation, review, or approval of the manuscript; or the decision to submit the manuscript for publication.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors thank all of the participants in our study and sincerely acknowledge the technical support from the School of Public Health, Sun Yat-sen University.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>RM has received research grant support from CIHR/GACD/National Natural Science Foundation of China NSFC and the Milken Institute; speaker/consultation fees from Lundbeck, Janssen, Alkermes, Neumora Therapeutics, Boehringer Ingelheim, Sage, Biogen, Mitsubishi Tanabe, Purdue, Pfizer, Otsuka, Takeda, Neurocrine, Neurawell, Sunovion, Bausch Health, Axsome, Novo Nordisk, Kris, Sanofi, Eisai, Intra-Cellular, NewBridge Pharmaceuticals, Viatris, Abbvie and Atai Life Sciences.</p>
<p>The remaining 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="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</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>
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