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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychiatry</journal-id>
<journal-title-group>
<journal-title>Frontiers in Psychiatry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychiatry</abbrev-journal-title>
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<issn pub-type="epub">1664-0640</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyt.2025.1640989</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Loneliness and nervousness mediated the longitudinal association between sleep disorders and cyberbullying victimization in school-aged adolescents</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name><surname>Xiao</surname><given-names>Xin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x2021;</sup></xref>
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<name><surname>Jiang</surname><given-names>Zu-Ling</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Lei</surname><given-names>Qiong</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<contrib contrib-type="author">
<name><surname>Wang</surname><given-names>Si-Jia</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<contrib contrib-type="author">
<name><surname>Li</surname><given-names>Si-Xuan</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
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<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name><surname>Gong</surname><given-names>Qing-Hai</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x2021;</sup></xref>
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<aff id="aff1"><label>1</label><institution>Visual Science and Optometry Center of Guangxi, The People's Hospital of Guangxi Zhuang Autonomous Region</institution>, <city>Nanning</city>, <state>Guangxi</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Scientific Research Department, The People's Hospital of Guangxi Zhuang Autonomous Region</institution>, <city>Nanning</city>, <state>Guangxi</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Guangxi Key Laboratory of Eye Health, The People's Hospital of Guangxi Zhuang Autonomous Region</institution>, <city>Nanning</city>, <state>Guangxi</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff4"><label>4</label><institution>Guangxi Health Commission Key Laboratory of Ophthalmology and Related Systemic Diseases Artificial Intelligence Screening Technology, The People's Hospital of Guangxi Zhuang Autonomous Region</institution>, <city>Nanning</city>, <state>Guangxi</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff5"><label>5</label><institution>Scientific Research Department, The First Affiliated Hospital of Guangxi University of Chinese Medicine</institution>, <city>Nanning</city>, <state>Guangxi</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff6"><label>6</label><institution>Department of Ophthalmology, Nanxishan Hospital of Guangxi Zhuang Autonomous Region</institution>, <city>Guilin</city>, <state>Guangxi</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff7"><label>7</label><institution>Department of School Health, Ningbo Municipal Center for Disease Control and Prevention</institution>, <city>Ningbo</city>, <state>Zhejiang</state>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Xin Xiao, <email xlink:href="mailto:xiaoxi3891@163.com">xiaoxi3891@163.com</email>; Qing-Hai Gong, <email xlink:href="mailto:gongqinghai@163.com">gongqinghai@163.com</email></corresp>
<fn fn-type="equal" id="fn003">
<label>&#x2020;</label>
<p>These authors have contributed equally to this work and share first authorship</p></fn>
<fn fn-type="equal" id="fn004">
<label>&#x2021;</label>
<p>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-24">
<day>24</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1640989</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Xiao, Jiang, Lei, Wang, Li and Gong.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Xiao, Jiang, Lei, Wang, Li and Gong</copyright-holder>
<license>
<ali:license_ref start_date="2025-11-24">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>This study investigated the longitudinal dose&#x2013;response relationship between sleep disorders and cyberbullying victimization in school-aged adolescents and explored the mediating roles of psychological factors (loneliness, sadness, and nervousness).</p>
</sec>
<sec>
<title>Methods</title>
<p>A 2-year longitudinal design was used to collect self-reported data on sleep disorders, physical activity, screen time, smoking, alcohol use, and dieting behavior. Cyberbullying victimization was assessed during follow-up. Multivariate logistic regression analysis and restricted cubic splines (RCSs) were used to analyze the dose&#x2013;response relationship between sleep disorders and cyberbullying victimization. The mediation analysis explored indirect effects through loneliness, sadness, and nervousness.</p>
</sec>
<sec>
<title>Results</title>
<p>Among the 1,910 adolescents (mean age: 12.2 &#xb1; 0.47 years), the mean sleep disorder score was 3.32 &#xb1; 3.68 (range: 0&#x2013;27.0), and 196 (10.3%) engaged in cyberbullying victimization during the follow-up period. Sleep disorders were significantly associated with an increased risk of cyberbullying victimization (OR: 1.10, 95% CI: 1.06&#x2013;1.14) after adjusting for confounders. Sensitivity analyses further validated the robustness of the results, which revealed that the risk of cyberbullying victimization increased approximately with increasing prevalence of sleep disorders. The RCS curve revealed that the risk of cyberbullying victimization increased approximately linearly with increasing prevalence of sleep disorders (P for overall&lt;0.001, P for nonlinear=0.915). Compared with boys, girls with more sleep disorders presented a slightly greater risk of cyberbullying victimization (adjusted OR: 1.14 vs.1.08). Loneliness and nervousness partially mediated the association between sleep disorders and cyberbullying victimization, accounting for 25.00% (indirect effect &#x3b2; = 0.003, P &lt; 0.001) and 8.33% (indirect effect &#x3b2; = 0.001, P = 0.038) of the total effect, whereas sadness had no significant effect.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Sleep disorders independently predict cyberbullying victimization in adolescents, with stronger effects observed in girls. Loneliness and nervousness partially mediate this association. Targeted interventions to improve sleep, reduce loneliness and nervousness, and sex-specific strategies may mitigate cyberbullying victimization in school-aged adolescents.</p>
</sec>
</abstract>
<kwd-group>
<kwd>sleep disorders</kwd>
<kwd>cyberbullying victimization</kwd>
<kwd>adolescents</kwd>
<kwd>loneliness</kwd>
<kwd>nervousness</kwd>
<kwd>mediation effect</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare financial support was received for the&#xa0;research and/or publication of this article. This study was funded by grants from the Science and Technology Project for Disease Control and Prevention of Zhejiang Province (No. 2025JK070), Guangxi Key Research and Development Program (No. Guike AB23026047), Ningbo Top Medical and Health Research Program (No.2023020713), and Natural Science Foundation of Zhejiang (LTGY24H260007).</funding-statement>
</funding-group>
<counts>
<fig-count count="4"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="76"/>
<page-count count="14"/>
<word-count count="5102"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Sleep Disorders</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Sleep disorders among adolescents have emerged as a pressing global public health challenge, with meta-analyses estimating that approximately 34% (34%, 95% CI: 28&#x2013;41%) of children and adolescents experience clinically significant sleep disturbances (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). These deficits are associated with profound consequences, ranging from impaired neurocognitive development to heightened risks of mental health disorders (<xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B5">5</xref>). Concurrently, cyberbullying affects a substantial proportion of adolescents worldwide, with victimization rates reported ranging from 13.99% to 57.5%, and perpetration rates ranging from 6.0% to 46.3% (<xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>). While previous studies suggest bidirectional links between sleep disruption and cyberbullying behaviors (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>), the longitudinal mechanisms underlying this association remain poorly understood, particularly with respect to mediating psychological pathways and gender-specific vulnerabilities (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>Mounting evidence implicates sleep disorders as the precursors of cyberbullying (<xref ref-type="bibr" rid="B11">11</xref>). Neurobiological research has demonstrated that sleep deprivation disrupts prefrontal&#x2013;amygdala connectivity&#x2014;undermining emotion regulation and amplifying aggressive responses to social stressors (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>). Conversely, cyberbullying victimization triggers hypervigilance and nocturnal rumination, thereby perpetuating sleep disturbances, with daily diary data illustrating sleep disturbance as a mediator between victimization and next-day negative affect (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). However, three critical gaps limit current understanding (1): Most studies rely on cross-sectional designs, precluding causal inference (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B16">16</xref>) (2); the dose&#x2013;response relationship between sleep disorder severity and cyberbullying risk remains unquantified; and (3) potential mediators&#x2014;particularly distinct emotional states such as loneliness, sadness and nervousness&#x2014;have not been systematically examined in longitudinal contexts (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>).</p>
<p>Psychological factors may mediate the link between sleep disorders and cyberbullying through various pathways. Loneliness, characterized by perceived social isolation, may exacerbate hostile attributions in peer interactions (<xref ref-type="bibr" rid="B20">20</xref>&#x2013;<xref ref-type="bibr" rid="B22">22</xref>). Sadness&#x2014;reflecting a dysphoric mood&#x2014;can diminish motivation for prosocial conflict resolution (<xref ref-type="bibr" rid="B23">23</xref>), although older studies often conflated sadness with general emotional distress (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>). Nervousness (acute situational worry), although sometimes combined with anxiety, may operate differently, yet few recent studies have teased these aspects apart longitudinally. Our preliminary longitudinal data suggest that loneliness mediates 12.26% of the associations between sleep deficiency and fighting behavior (P &lt; 0.05), whereas sadness and nervousness do not exhibit significant mediating effects (<xref ref-type="bibr" rid="B26">26</xref>). Notably, no longitudinal studies have compared these pathways while controlling for lifestyle confounders (e.g., screen time, substance use) that may covary with both sleep and cyberbullying (<xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>This two-year prospective cohort study addresses these gaps through three objectives (1): to quantify the longitudinal dose&#x2013;response relationship between baseline sleep disorders and incident cyberbullying victimization in Chinese adolescents (2); to test gender differences in this association, hypothesizing stronger effects in girls due to sex-specific emotional reactivity to sleep loss (<xref ref-type="bibr" rid="B28">28</xref>); and (3) to explore the influence of lifestyle factors (physical activity, screen time, smoking, alcohol use, and dieting behavior), as well as the mediating roles of loneliness, sadness, and nervousness. By employing restricted cubic splines (RCSs) for nonlinear exposure&#x2013;outcome modelling and controlling for key behavioral confounders, this study advances the understanding of sleep disorder-cyberbullying mechanisms while informing targeted intervention strategies.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study design and participants</title>
<p>This school-based cohort study was conducted by the Ningbo Center for Disease Control and Prevention (CDC) in Ningbo, China. The baseline survey was administered beginning in October 2016 and included seventh-grade students from 13 middle schools across 10 districts via cluster random sampling. Follow-up assessments were conducted in October 2017 and October 2018. The study enrolled healthy adolescents and excluded those with major illnesses or incomplete data. The study process 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>Flow chart of this study.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1640989-g001.tif">
<alt-text content-type="machine-generated">Flowchart detailing a study's participant progression. Initial baseline in 2016, ages nine to eleven, N equals 2164. Censored data for bullying, n equals 41. Complete baseline, n equals 2123. Follow-up for two years, n equals 1910. Loss of follow-up, n equals 213. Measured sleep disorder levels zero to three. Results show cyberbullying victimization: Yes, n equals 196 and No, n equals 1714.</alt-text>
</graphic></fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Measures</title>
<p>A standardized, self-report questionnaire adapted from the U.S. Youth Risk Behavior Survey (YRBS) (<xref ref-type="bibr" rid="B29">29</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>) was used to collect data on demographics, sleep duration and quality, physical activity, screen time, smoking, alcohol use, dieting behavior, and mental health. Trained investigators distributed and collected the questionnaires onsite, ensuring completeness.</p>
<sec id="s2_2_1">
<label>2.2.1</label>
<title>Sleep disorders</title>
<p>Sleep disorders were evaluated at baseline via the sleep disorders subscale of the Pittsburgh Sleep Quality Index (PSQI), developed by Buysee and colleagues (<xref ref-type="bibr" rid="B32">32</xref>), which is a self-administered questionnaire that measures sleep quality and disturbance over a 1-month period. There are nine items (5b to 5j) in this subscale dimension, ranging from 0 (none) to 3 (three or more times/week). The score of sleep disorders ranges from 0 to 27 points. The higher the score is, the greater the degree of sleep disorders. This sleep disorder evaluation method has been validated in a Chinese population (<xref ref-type="bibr" rid="B33">33</xref>). The Cronbach&#x2019;s &#x3b1; for this subscale in the current sample was 0.717 (<xref ref-type="bibr" rid="B34">34</xref>).</p>
</sec>
<sec id="s2_2_2">
<label>2.2.2</label>
<title>Cyberbullying victimization</title>
<p>Cyberbullying victimization was assessed in October 2017 and October 2018 by the following question: &#x201c;During the past 12 months, have you been electronically bullied (e.g., via email, chat rooms, instant messaging, websites, or texting)?&#x201d; (1=yes, 0=no) (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B35">35</xref>). The Cronbach&#x2019;s &#x3b1; for this subscale in the current sample was 0.738.</p>
</sec>
<sec id="s2_2_3">
<label>2.2.3</label>
<title>Psychological factors</title>
<p>The psychological factors included self-reported loneliness, sadness, and nervousness (<xref ref-type="bibr" rid="B36">36</xref>). Psychological factors were assessed at Year 1 (2017). Loneliness was measured by the following question: &#x201c;During the past 12 months, how often did you feel lonely?&#x201d; with responses ranging from 0 (never) to 4 (always). Sadness was measured by the following question: &#x201c;During the past 12 months, have you felt very sad or hopeless for two weeks or longer and stopped your daily activities?&#x201d; (1 = yes, 0 = no) (<xref ref-type="bibr" rid="B37">37</xref>). Nervousness was measured by the following question: &#x201c;During the past 12 months, have you felt very nervous, worried, or anxious for a week or longer?&#x201d; (1 = yes, 0 = no) (<xref ref-type="bibr" rid="B37">37</xref>).</p>
</sec>
<sec id="s2_2_4">
<label>2.2.4</label>
<title>Lifestyle factors and behavior</title>
<p>Lifestyle behaviors, including physical activity, screen time, smoking, alcohol use (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>), and dieting behavior, were evaluated at baseline. Physical activity was defined as engaging in moderate to vigorous exercise or muscle-strengthening activities at least once per week. Excessive screen time was defined as &gt;2 hours per day of TV or internet use. Smoking and drinking were assessed on the basis of self-reported consumption at least once in the past month. Dietary behaviors included fruit and meat intake. Fruit intake was measured by the following question: &#x201c;During the past 7 days, how many times did you eat fruits per day (excluding juice)?&#x201d; The response options ranged from 1 (none) to 6 (5 or more times). Fruit intake was defined as engaging in at least once per day (1 = yes, 0 = no). A similar question was used to assess meat intake (<xref ref-type="bibr" rid="B39">39</xref>).</p>
</sec>
<sec id="s2_2_5">
<label>2.2.5</label>
<title>Covariates</title>
<p>Demographic variables, including sex, age, parental marital status, and parental education level, were collected at baseline as potential confounders (<xref ref-type="bibr" rid="B40">40</xref>).</p>
</sec>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Statistical analysis</title>
<p>Descriptive statistics were computed for all the variables. Continuous variables were assessed for normality via the Kolmogorov&#x2013;Smirnov test. Normally distributed variables are reported as the means &#xb1; standard deviations (SDs), whereas nonnormally distributed variables are expressed as medians and interquartile ranges (IQRs). Categorical data are presented as frequencies and percentages.</p>
<p>Between-group comparisons were performed via independent t tests or analysis of variance (ANOVA) for continuous variables and chi-square tests for categorical variables. Pearson correlation analysis or Spearman correlation analysis was used to explore the associations between sleep disorders and cyberbullying victimization, lifestyle factors, and psychological factors, and heatmaps were drawn.</p>
<p>Multivariate logistic regression models were applied to examine the association between sleep disorders and cyberbullying victimization, with the results reported as adjusted odds ratios (ORs) and 95% confidence intervals (CIs). To further explore the dose&#x2013;response relationship between sleep disorders and cyberbullying victimization, we employed a restricted cubic spline (RCS) to further analyze their nonlinear relationship and plotted the RCS curve.</p>
<p>To assess the robustness of our results, we performed several additional sensitivity analyses. We classified sleep disorders into level 0 (sleep disorder score=0), level 1 (score=1&#x2013;9), level 2 (score=10&#x2013;18), and level 3 (score=19&#x2013;27) groups on the basis of the sleep disorder score according to the PSQI instruction manual (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B41">41</xref>) and calculated unadjusted and adjusted ORs and 95% confidence intervals (95% CIs) via univariate and multivariate logistic regression analyses.</p>
<p>Mediation analysis was conducted to explore the indirect effects of loneliness, sadness, and nervousness on the relationship between sleep disorders and cyberbullying victimization. All analyses were conducted via R software (version 4.5.1, R Foundation for Statistical Computing, Vienna, Austria). A two-tailed P value of &lt;0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Descriptive analysis</title>
<p>Among the 2164 students initially enrolled, 41 were excluded because of missing data, and 213 were lost to follow-up, resulting in a final sample of 1910 adolescents (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). The mean age of the participants was 12.2 &#xb1; 0.47 years, and the mean sleep disorder score was 3.32 &#xb1; 3.68 (range: 0&#x2013;27.0). Significant differences were observed among the sleep disorder groups in terms of sex, parental marriage status, TV screen time, internet screen time, alcohol use, fruit intake, and meat intake (all <italic>P</italic> &lt; 0.05). Furthermore, adolescents with higher sleep disorder levels reported higher prevalences of loneliness, sadness, and nervousness (all <italic>P</italic> &lt; 0.05).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Baseline and follow-up characteristics by baseline sleep disorders (n=1910).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Characteristics</th>
<th valign="middle" align="center">Level 0<sup>*</sup> (score=0, n=529)</th>
<th valign="middle" align="center">Level 1<sup>*</sup> (score=1-9, n=1256)</th>
<th valign="middle" align="center">Level 2<sup>*</sup> (score=10-18, n=112)</th>
<th valign="middle" align="center">Level 3<sup>*</sup> (score=19-27, n=13)</th>
<th valign="middle" align="center"><italic>P</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Age, years, mean (SD*)</td>
<td valign="middle" align="center">12.2 (0.46)</td>
<td valign="middle" align="center">12.2 (0.48)</td>
<td valign="middle" align="center">12.2 (0.45)</td>
<td valign="middle" align="center">12.3 (0.48)</td>
<td valign="middle" align="center">0.515</td>
</tr>
<tr>
<td valign="middle" align="left">Sex, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.029</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Girls</td>
<td valign="middle" align="center">233 (44.0%)</td>
<td valign="middle" align="center">641 (51.0%)</td>
<td valign="middle" align="center">54 (48.2%)</td>
<td valign="middle" align="center">4 (30.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Boy</td>
<td valign="middle" align="center">296 (56.0%)</td>
<td valign="middle" align="center">615 (49.0%)</td>
<td valign="middle" align="center">58 (51.8%)</td>
<td valign="middle" align="center">9 (69.2%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Parents&#x2019; marriage status, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.025</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Divorced/widowed/separated</td>
<td valign="middle" align="center">43 (8.22%)</td>
<td valign="middle" align="center">85 (6.87%)</td>
<td valign="middle" align="center">10 (9.09%)</td>
<td valign="middle" align="center">4 (30.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Married</td>
<td valign="middle" align="center">480 (91.8%)</td>
<td valign="middle" align="center">1153(93.1%)</td>
<td valign="middle" align="center">100 (90.9%)</td>
<td valign="middle" align="center">9 (69.2%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Parents&#x2019; education at college level, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.452</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Both had college degree</td>
<td valign="middle" align="center">96 (19.5%)</td>
<td valign="middle" align="center">148 (12.4%)</td>
<td valign="middle" align="center">11 (10.5%)</td>
<td valign="middle" align="center">1 (9.09%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Only one of them had college degree</td>
<td valign="middle" align="center">70 (14.2%)</td>
<td valign="middle" align="center">159 (13.3%)</td>
<td valign="middle" align="center">15 (14.3%)</td>
<td valign="middle" align="center">1 (9.09%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;None of them had college</td>
<td valign="middle" align="center">326 (66.3%)</td>
<td valign="middle" align="center">886 (74.3%)</td>
<td valign="middle" align="center">79 (75.2%)</td>
<td valign="middle" align="center">9 (81.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Moderate physical activity (&#x2265;1 day/wk), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.421</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">35 (6.62%)</td>
<td valign="middle" align="center">95 (7.57%)</td>
<td valign="middle" align="center">12 (10.7%)</td>
<td valign="middle" align="center">1 (7.69%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">494 (93.4%)</td>
<td valign="middle" align="center">1160(92.4%)</td>
<td valign="middle" align="center">100 (89.3%)</td>
<td valign="middle" align="center">12 (92.3%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Mild physical activity (&#x2265;1 day/wk), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.551</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">34 (6.43%)</td>
<td valign="middle" align="center">76 (6.06%)</td>
<td valign="middle" align="center">10 (9.01%)</td>
<td valign="middle" align="center">0 (0.00%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">495 (93.6%)</td>
<td valign="middle" align="center">1179(93.9%)</td>
<td valign="middle" align="center">101 (91.0%)</td>
<td valign="middle" align="center">13 (100%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Muscle strengthening activity (&#x2265;1 day/wk), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.097</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">184 (34.8%)</td>
<td valign="middle" align="center">500 (39.8%)</td>
<td valign="middle" align="center">51 (45.5%)</td>
<td valign="middle" align="center">5 (38.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">345 (65.2%)</td>
<td valign="middle" align="center">755 (60.2%)</td>
<td valign="middle" align="center">61 (54.5%)</td>
<td valign="middle" align="center">8 (61.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">TV screen (&#x2265;2 hour/day), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">427 (80.7%)</td>
<td valign="middle" align="center">955 (76.0%)</td>
<td valign="middle" align="center">74 (66.1%)</td>
<td valign="middle" align="center">5 (38.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">102 (19.3%)</td>
<td valign="middle" align="center">301 (24.0%)</td>
<td valign="middle" align="center">38 (33.9%)</td>
<td valign="middle" align="center">8 (61.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Internet screen (&#x2265;2 hour/day), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">443 (83.7%)</td>
<td valign="middle" align="center">1005(80.1%)</td>
<td valign="middle" align="center">74 (66.1%)</td>
<td valign="middle" align="center">8 (61.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">86 (16.3%)</td>
<td valign="middle" align="center">249 (19.9%)</td>
<td valign="middle" align="center">38 (33.9%)</td>
<td valign="middle" align="center">5 (38.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Cigarette use, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.098</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">493 (93.2%)</td>
<td valign="middle" align="center">1176(93.6%)</td>
<td valign="middle" align="center">102 (91.1%)</td>
<td valign="middle" align="center">10 (76.9%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">36 (6.81%)</td>
<td valign="middle" align="center">80 (6.37%)</td>
<td valign="middle" align="center">10 (8.93%)</td>
<td valign="middle" align="center">3 (23.1%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Alcohol use, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">347 (65.6%)</td>
<td valign="middle" align="center">733 (58.4%)</td>
<td valign="middle" align="center">46 (41.1%)</td>
<td valign="middle" align="center">5 (38.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">182 (34.4%)</td>
<td valign="middle" align="center">523 (41.6%)</td>
<td valign="middle" align="center">66 (58.9%)</td>
<td valign="middle" align="center">8 (61.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Fruit intake (&#x2265;1 time/day), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">256 (48.4%)</td>
<td valign="middle" align="center">752 (59.9%)</td>
<td valign="middle" align="center">59 (52.7%)</td>
<td valign="middle" align="center">6 (46.2%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">273 (51.6%)</td>
<td valign="middle" align="center">504 (40.1%)</td>
<td valign="middle" align="center">53 (47.3%)</td>
<td valign="middle" align="center">7 (53.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Meat intake (&#x2265;1 time/day), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">294 (56.0%)</td>
<td valign="middle" align="center">824 (65.8%)</td>
<td valign="middle" align="center">70 (62.5%)</td>
<td valign="middle" align="center">5 (38.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">231 (44.0%)</td>
<td valign="middle" align="center">428 (34.2%)</td>
<td valign="middle" align="center">42 (37.5%)</td>
<td valign="middle" align="center">8 (61.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Loneliness, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Never</td>
<td valign="middle" align="center">318 (60.2%)</td>
<td valign="middle" align="center">602 (47.9%)</td>
<td valign="middle" align="center">29 (25.9%)</td>
<td valign="middle" align="center">4 (30.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Occasion</td>
<td valign="middle" align="center">150 (28.4%)</td>
<td valign="middle" align="center">413 (32.9%)</td>
<td valign="middle" align="center">43 (38.4%)</td>
<td valign="middle" align="center">2 (15.4%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Sometime</td>
<td valign="middle" align="center">31 (5.87%)</td>
<td valign="middle" align="center">173 (13.8%)</td>
<td valign="middle" align="center">22 (19.6%)</td>
<td valign="middle" align="center">3 (23.1%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Regularly</td>
<td valign="middle" align="center">15 (2.84%)</td>
<td valign="middle" align="center">40 (3.18%)</td>
<td valign="middle" align="center">13 (11.6%)</td>
<td valign="middle" align="center">2 (15.4%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Always</td>
<td valign="middle" align="center">14 (2.65%)</td>
<td valign="middle" align="center">28 (2.23%)</td>
<td valign="middle" align="center">5 (4.46%)</td>
<td valign="middle" align="center">2 (15.4%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Sadness, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">472 (89.4%)</td>
<td valign="middle" align="center">1059 (84.3%)</td>
<td valign="middle" align="center">81 (72.3%)</td>
<td valign="middle" align="center">9 (69.2%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">56 (10.6%)</td>
<td valign="middle" align="center">197 (15.7%)</td>
<td valign="middle" align="center">31 (27.7%)</td>
<td valign="middle" align="center">4 (30.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Nervousness, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">406 (76.9%)</td>
<td valign="middle" align="center">867 (69.0%)</td>
<td valign="middle" align="center">55 (49.1%)</td>
<td valign="middle" align="center">5 (38.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">122 (23.1%)</td>
<td valign="middle" align="center">389 (31.0%)</td>
<td valign="middle" align="center">57 (50.9%)</td>
<td valign="middle" align="center">8 (61.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Cyberbullying victimization, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">489 (92.4%)</td>
<td valign="middle" align="center">1129(89.9%)</td>
<td valign="middle" align="center">90 (80.4%)</td>
<td valign="middle" align="center">6 (46.2%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">40 (7.56%)</td>
<td valign="middle" align="center">127 (10.1%)</td>
<td valign="middle" align="center">22 (19.6%)</td>
<td valign="middle" align="center">7 (53.8%)</td>
<td valign="middle" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p><bold><sup>*</sup></bold>According to the PSQI instruction manual.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Incidence of cyberbullying victimization during follow-up</title>
<p>Over the two-year follow-up period, 196 adolescents (10.3%) engaged in cyberbullying victimization. The incidence of cyberbullying victimization was significantly associated with sex, parental marital status, muscle strengthening activity, alcohol use, meat intake, and adverse mental health outcomes, including loneliness, sadness, and nervousness (all <italic>P</italic> &lt; 0.05, <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>). Compared with girls (6.5%), boys were more likely to be involved in cyberbullying victimization (13.8%). Additionally, adolescents from households with divorced, widowed, or separated parents demonstrated an increased risk of cyberbullying victimization (19.0% vs. 9.5%). Compared with those not involved in cyberbullying victimization, adolescents involved in cyberbullying victimization presented significantly greater levels of loneliness, sadness, and nervousness (all <italic>P</italic> &lt; 0.05).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Characteristics of the study subjects according to cyberbullying status.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Characteristics</th>
<th valign="middle" align="center">Total (n=1910)</th>
<th valign="middle" align="center">No (n=1714)</th>
<th valign="middle" align="center">Yes (n=196)</th>
<th valign="middle" align="center"><italic>P value</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Age, years, mean (SD*)</td>
<td valign="middle" align="center">12.2 (0.47)</td>
<td valign="middle" align="center">12.2 (0.46)</td>
<td valign="middle" align="center">12.2 (0.54)</td>
<td valign="middle" align="center">0.604</td>
</tr>
<tr>
<td valign="middle" align="left">Sex, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Girls</td>
<td valign="middle" align="center">932 (48.8%)</td>
<td valign="middle" align="center">871 (50.8%)</td>
<td valign="middle" align="center">61 (31.1%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Boys</td>
<td valign="middle" align="center">978 (51.2%)</td>
<td valign="middle" align="center">843 (49.2%)</td>
<td valign="middle" align="center">135 (68.9%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Parental marriage status, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Divorced/widowed/separated</td>
<td valign="middle" align="center">142 (7.54%)</td>
<td valign="middle" align="center">115 (6.80%)</td>
<td valign="middle" align="center">27 (14.1%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Married</td>
<td valign="middle" align="center">1742 (92.5%)</td>
<td valign="middle" align="center">1577 (93.2%)</td>
<td valign="middle" align="center">165 (85.9%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Parental education at college level, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.268</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Both had college degree</td>
<td valign="middle" align="center">256 (14.2%)</td>
<td valign="middle" align="center">233 (14.4%)</td>
<td valign="middle" align="center">23 (12.4%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Only one of them had college degree</td>
<td valign="middle" align="center">245 (13.6%)</td>
<td valign="middle" align="center">213 (13.2%)</td>
<td valign="middle" align="center">32 (17.3%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;None of them had college</td>
<td valign="middle" align="center">1300 (72.2%)</td>
<td valign="middle" align="center">1170 (72.4%)</td>
<td valign="middle" align="center">130 (70.3%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Moderate physical activity (&#x2265;1 day/wk), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.815</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">143 (7.49%)</td>
<td valign="middle" align="center">127 (7.41%)</td>
<td valign="middle" align="center">16 (8.16%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">1766 (92.5%)</td>
<td valign="middle" align="center">1586 (92.6%)</td>
<td valign="middle" align="center">180 (91.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Mild physical activity (&#x2265;1 day/wk), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1.000</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">120 (6.29%)</td>
<td valign="middle" align="center">108 (6.30%)</td>
<td valign="middle" align="center">12 (6.15%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">1788 (93.7%)</td>
<td valign="middle" align="center">1605 (93.7%)</td>
<td valign="middle" align="center">183 (93.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Muscle strengthening activity (&#x2265;1 day/wk), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.036</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">740 (38.8%)</td>
<td valign="middle" align="center">650 (37.9%)</td>
<td valign="middle" align="center">90 (45.9%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">1169 (61.2%)</td>
<td valign="middle" align="center">1063 (62.1%)</td>
<td valign="middle" align="center">106 (54.1%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">TV screen (&#x2265;2 hour/day), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.134</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">1461 (76.5%)</td>
<td valign="middle" align="center">1320 (77.0%)</td>
<td valign="middle" align="center">141 (71.9%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">449 (23.5%)</td>
<td valign="middle" align="center">394 (23.0%)</td>
<td valign="middle" align="center">55 (28.1%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Internet screen (&#x2265;2 hour/day), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.207</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">1530 (80.2%)</td>
<td valign="middle" align="center">1380 (80.6%)</td>
<td valign="middle" align="center">150 (76.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">378 (19.8%)</td>
<td valign="middle" align="center">332 (19.4%)</td>
<td valign="middle" align="center">46 (23.5%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Cigarette use, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.060</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">1781 (93.2%)</td>
<td valign="middle" align="center">1605 (93.6%)</td>
<td valign="middle" align="center">176 (89.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">129 (6.75%)</td>
<td valign="middle" align="center">109 (6.36%)</td>
<td valign="middle" align="center">20 (10.2%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Alcohol use, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">1131 (59.2%)</td>
<td valign="middle" align="center">1041 (60.7%)</td>
<td valign="middle" align="center">90 (45.9%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">779 (40.8%)</td>
<td valign="middle" align="center">673 (39.3%)</td>
<td valign="middle" align="center">106 (54.1%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Fruit intake (&#x2265;1 time/day), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.060</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">1073 (56.2%)</td>
<td valign="middle" align="center">950 (55.4%)</td>
<td valign="middle" align="center">123 (62.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">837 (43.8%)</td>
<td valign="middle" align="center">764 (44.6%)</td>
<td valign="middle" align="center">73 (37.2%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Meat intake (&#x2265;1 time/day), n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.026</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">1193 (62.7%)</td>
<td valign="middle" align="center">1086 (63.6%)</td>
<td valign="middle" align="center">107 (55.2%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">709 (37.3%)</td>
<td valign="middle" align="center">622 (36.4%)</td>
<td valign="middle" align="center">87 (44.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Loneliness, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Never</td>
<td valign="middle" align="center">953 (49.9%)</td>
<td valign="middle" align="center">896 (52.3%)</td>
<td valign="middle" align="center">57 (29.2%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Occasion</td>
<td valign="middle" align="center">608 (31.8%)</td>
<td valign="middle" align="center">542 (31.6%)</td>
<td valign="middle" align="center">66 (33.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Sometime</td>
<td valign="middle" align="center">229 (12.0%)</td>
<td valign="middle" align="center">188 (11.0%)</td>
<td valign="middle" align="center">41 (21.0%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Regularly</td>
<td valign="middle" align="center">70 (3.67%)</td>
<td valign="middle" align="center">55 (3.21%)</td>
<td valign="middle" align="center">15 (7.69%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Always</td>
<td valign="middle" align="center">49 (2.57%)</td>
<td valign="middle" align="center">33 (1.93%)</td>
<td valign="middle" align="center">16 (8.21%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Sadness, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">1621 (84.9%)</td>
<td valign="middle" align="center">1478 (86.2%)</td>
<td valign="middle" align="center">143 (73.3%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">288 (15.1%)</td>
<td valign="middle" align="center">236 (13.8%)</td>
<td valign="middle" align="center">52 (26.7%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Nervousness, n (%)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;No</td>
<td valign="middle" align="center">1333 (69.8%)</td>
<td valign="middle" align="center">1234 (72.0%)</td>
<td valign="middle" align="center">99 (50.8%)</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Yes</td>
<td valign="middle" align="center">576 (30.2%)</td>
<td valign="middle" align="center">480 (28.0%)</td>
<td valign="middle" align="center">96 (49.2%)</td>
<td valign="middle" align="center"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Correlations between cyberbullying victimization and covariates (sleep disorders, lifestyle and psychological factors)</title>
<p><xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref> shows the correlations of cyberbullying victimization with sleep disorders, lifestyle factors and psychological factors in school-aged adolescents. The heatmap correlation matrices revealed that cyberbullying victimization was significantly associated with sleep disorders, sex, parental marital status, TV screen time, internet screen time, alcohol use, fruit intake, meat intake, loneliness, sadness, and nervousness (all <italic>P</italic> &lt; 0.05, <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>, <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Heatmap of correlations between cyberbullying victimization and covariates (sleep disorders, lifestyle and psychological factors).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1640989-g002.tif">
<alt-text content-type="machine-generated">A heatmap showing correlations between various factors like &#x201c;Parents marriage,&#x201d; &#x201c;Fruit 1 time per day,&#x201d; &#x201c;Sadness,&#x201d; &#x201c;Age,&#x201d; and &#x201c;Alcohol use.&#x201d; Strong correlations are marked in red, and weak correlations in blue. The color scale ranges from zero to one, with hierarchical clustering shown along the axes.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Dose&#x2013;response relationship between sleep disorders and cyberbullying victimization</title>
<p>Multivariate logistic regression demonstrated that adolescents with sleep disorders at baseline had a significantly greater risk of cyberbullying victimization during follow-up (OR: 1.11, CI: 1.07&#x2013;1.14; <xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). After adjusting for age, sex, parental marital status, education level, physical activity, screen time, cigarette and alcohol use, and dietary habits, sleep disorders remained an independent predictor of cyberbullying victimization (OR: 1.10, CI: 1.06&#x2013;1.14). Sensitivity analyses further validated the robustness of the results, with the risk ratio of cyberbullying victimization increasing approximately with increasing incidence of sleep disorders (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). The RCS curve revealed that the risk ratio of cyberbullying victimization increased approximately linearly with increasing incidence of sleep disorders (P for overall&lt;0.001, P for nonlinear=0.915; <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Association between sleep disorders and cyberbullying victimization at follow-up.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Sleep disorders</th>
<th valign="middle" colspan="2" align="center">Cyberbullying victimization</th>
<th valign="middle" colspan="2" align="center">Crude</th>
<th valign="middle" colspan="2" align="center">Multiadjusted</th>
</tr>
<tr>
<th valign="middle" align="center">No</th>
<th valign="middle" align="center">Yes</th>
<th valign="middle" align="center">OR (95%CI)</th>
<th valign="middle" align="center"><italic>P value</italic></th>
<th valign="middle" align="center">OR (95%CI)</th>
<th valign="middle" align="center"><italic>P value</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Total (n=1910)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Sleep disorders</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1.11(1.07-1.14)</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">1.10(1.06-1.14)</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Sleep disorders level</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;0</td>
<td valign="middle" align="center">489</td>
<td valign="middle" align="center">40</td>
<td valign="middle" align="center">Ref.</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">Ref.</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;1</td>
<td valign="middle" align="center">1129</td>
<td valign="middle" align="center">127</td>
<td valign="middle" align="center">1.38 (0.96-2.01)</td>
<td valign="middle" align="center">0.092</td>
<td valign="middle" align="center">1.41 (0.95-2.14)</td>
<td valign="middle" align="center">0.097</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;2</td>
<td valign="middle" align="center">90</td>
<td valign="middle" align="center">22</td>
<td valign="middle" align="center">2.99 (1.67-5.23)</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">2.55(1.33-4.76)</td>
<td valign="middle" align="center">0.003</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;3</td>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">14.30(4.54-46.30)</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">9.61(2.58-37.10)</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Boys (n=978)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Sleep disorders</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1.09(1.05-1.14)</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">1.08(1.03-1.14)</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Sleep disorders level</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;0</td>
<td valign="middle" align="center">266</td>
<td valign="middle" align="center">30</td>
<td valign="middle" align="center">Ref.</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">Ref.</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;1</td>
<td valign="middle" align="center">529</td>
<td valign="middle" align="center">86</td>
<td valign="middle" align="center">1.44 (0.94-2.27)</td>
<td valign="middle" align="center">0.104</td>
<td valign="middle" align="center">1.42 (0.88-2.37)</td>
<td valign="middle" align="center">0.163</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;2</td>
<td valign="middle" align="center">43</td>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">3.09(1.51-6.16)</td>
<td valign="middle" align="center">0.001</td>
<td valign="middle" align="center">2.63(1.18-5.69)</td>
<td valign="middle" align="center">0.015</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;3</td>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">7.09(1.68-28.20)</td>
<td valign="middle" align="center">0.005</td>
<td valign="middle" align="center">7.47(1.49-37.5)</td>
<td valign="middle" align="center">0.012</td>
</tr>
<tr>
<td valign="middle" align="left">Girls (n=932)</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">Sleep disorders</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center">1.15(1.08-1.21)</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">1.14(1.07-1.22)</td>
<td valign="middle" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Sleep disorders level</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;0</td>
<td valign="middle" align="center">223</td>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">Ref.</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">Ref.</td>
<td valign="middle" align="center"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;1</td>
<td valign="middle" align="center">600</td>
<td valign="middle" align="center">41</td>
<td valign="middle" align="center">1.52(0.78-3.27)</td>
<td valign="middle" align="center">0.244</td>
<td valign="middle" align="center">1.36(0.68-2.99)</td>
<td valign="middle" align="center">0.407</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;2</td>
<td valign="middle" align="center">47</td>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">3.32(1.15-9.10)</td>
<td valign="middle" align="center">0.020</td>
<td valign="middle" align="center">2.83(0.87-8.57)</td>
<td valign="middle" align="center">0.070</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;3</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">66.9 (7.82-1422.0)</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">30.2 (1.99-813.0)</td>
<td valign="middle" align="center">0.015</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Adjustment for age, sex, parental marriage status, parental education at the college level, physical activity, screen time, cigarette use, alcohol use, and dieting (fruit intake, meat intake).</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>RCS plot of the relationship between sleep disorders and the risk of cyberbullying victimization.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1640989-g003.tif">
<alt-text content-type="machine-generated">Histogram and line plot illustrating the relationship between &#x201c;Sleep.disorder&#x201d; and &#x201c;Outcome Prediction Incidence&#x201d; with p-values for overall significance less than 0.001 and nonlinearity at 0.915. Pink bars depict incidence, with a blue line and shaded confidence interval indicating probability density.</alt-text>
</graphic></fig>
<p>Gender-stratified analyses revealed that sleep disorders increased the risk of cyberbullying victimization among both boys (OR: 1.09, 95% CI: 1.05&#x2013;1.14) and girls (OR: 1.15, 95% CI: 1.08&#x2013;1.21). After adjusting for confounders, the association remained significant for both genders, although girls with greater sleep disorders presented a slightly greater risk of cyberbullying victimization (adjusted OR: 1.14, 95% CI: 1.07&#x2013;1.22) than boys did (adjusted OR: 1.08, 95% CI: 1.03&#x2013;1.14).</p>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Mediation analysis</title>
<p>Mediation analysis was conducted to explore the roles of loneliness, sadness, and nervousness in the relationship between sleep disorders and cyberbullying victimization (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>, <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). Sleep disorders were positively correlated with cyberbullying victimization (<italic>&#x3b2;</italic> = 0.008, <italic>P</italic> = 0.001) and significantly predicted higher levels of loneliness, sadness, and nervousness (all <italic>P &lt;</italic> 0.05). Further analysis revealed that loneliness and nervousness were positively associated with cyberbullying victimization (<italic>&#x3b2;</italic> = 0.043 and 0.042, both <italic>P &lt;</italic> 0.05).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Mediation analysis of psychological factors (loneliness, sadness, and nervousness).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Type of effect</th>
<th valign="middle" align="center">Mediation pathway</th>
<th valign="middle" align="center">Effect size</th>
<th valign="middle" align="center">SE</th>
<th valign="middle" align="center">Bootstrap 95% CI</th>
<th valign="middle" align="center"><italic>P</italic> value</th>
<th valign="middle" align="center">Ratio of effect</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Direct effect</td>
<td valign="middle" align="left">Sleep disorders&#x2192;cyberbullying victimization</td>
<td valign="middle" align="center">0.008</td>
<td valign="middle" align="center">0.002</td>
<td valign="middle" align="center">0.003, 0.013</td>
<td valign="middle" align="center">0.001</td>
<td valign="middle" align="center">66.670%</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">Mediation Effect</td>
<td valign="middle" align="left">Sleep disorders&#x2192;loneliness&#x2192;cyberbullying victimization</td>
<td valign="middle" align="center">0.003</td>
<td valign="middle" align="center">0.001</td>
<td valign="middle" align="center">0.000, 0.002</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">25.00%</td>
</tr>
<tr>
<td valign="middle" align="left">Sleep disorders&#x2192;sadness&#x2192;cyberbullying victimization</td>
<td valign="middle" align="center">0.000</td>
<td valign="middle" align="center">0.000</td>
<td valign="middle" align="center">0.000, 0.001</td>
<td valign="middle" align="center">0.369</td>
<td valign="middle" align="center">0.00%</td>
</tr>
<tr>
<td valign="middle" align="left">Sleep disorders&#x2192;nervousness&#x2192;cyberbullying victimization</td>
<td valign="middle" align="center">0.001</td>
<td valign="middle" align="center">0.001</td>
<td valign="middle" align="center">-0.000, 0.002</td>
<td valign="middle" align="center">0.038</td>
<td valign="middle" align="center">8.33%</td>
</tr>
<tr>
<td valign="middle" align="left">Total Mediation Effect</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0.004</td>
<td valign="middle" align="center">0.001</td>
<td valign="middle" align="center">0.003, 0.006</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center">33.33%</td>
</tr>
<tr>
<td valign="middle" colspan="2" align="left">Total effect</td>
<td valign="middle" align="center">0.012</td>
<td valign="middle" align="center">0.002</td>
<td valign="middle" align="center">0.007, 0.017</td>
<td valign="middle" align="center">&lt;0.001</td>
<td valign="middle" align="center"/>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Multiple parallel longitudinal associations between sleep disorders and cyberbullying victimization are mediated by loneliness, sadness, and nervousness at Year 1 (2017). *p &lt; 0.05; **p &lt; 0.01; ***p &lt; 0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-16-1640989-g004.tif">
<alt-text content-type="machine-generated">A mediation model diagram illustrating the relationships between sleep disorder, loneliness, sadness, nervousness, and cyberbullying victimization. Sleep disorder affects loneliness (\(a_1=0.062, P&lt;0.001\)), sadness (\(a_2=0.014, P&lt;0.001\)), and nervousness (\(a_3=0.026, P&lt;0.001\)). Loneliness and sadness are linked to cyberbullying victimization with \(b_1=0.043\) (\(P&lt;0.001\)) and \(b_2=0.024\) (\(P=0.354\)), respectively. Nervousness affects victimization with \(b_3=0.042\) (\(P=0.038\)). Direct effect: \(0.006\) (\(P=0.001\)). Indirect effects: loneliness \(0.003\), sadness \(0.000\), nervousness \(0.001\).</alt-text>
</graphic></fig>
<p>Loneliness partially mediated the relationship between sleep disorders and cyberbullying victimization, accounting for 25.00% of the total effect (indirect effect <italic>&#x3b2;</italic> = 0.003, <italic>P</italic> &lt; 0.001; <xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>, <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). Similarly, nervousness exhibited a partially mediated effect, contributing to 8.33% of the association (indirect effect <italic>&#x3b2;</italic> = 0.001, <italic>P</italic> = 0.038; <xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>, <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). In contrast, sadness exhibited no significant mediating effects (<italic>P</italic> = 0.369), suggesting that the link between sleep disorders and cyberbullying victimization is driven primarily by increased loneliness and nervousness.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Key findings</title>
<p>This two-year longitudinal study advances our understanding of the complex relationship between sleep disorders and cyberbullying victimization in school-aged adolescents. After adjusting for lifestyle and sociodemographic confounders, sleep disorders independently predicted cyberbullying victimization (adjusted OR: 1.10, 95% CI: 1.06&#x2013;1.14), with a stronger association observed in girls (adjusted OR: 1.14 vs. 1.08 for boys). Notably, loneliness and nervousness mediated 25.00% and 8.33% of this association, respectively, whereas sadness had no significant mediating effect. These findings highlight the critical interplay between sleep disturbances, emotional states, and cyberbullying behaviors, emphasizing the need for integrated interventions targeting sleep health and psychological well-being to mitigate the risk of cyberbullying victimization.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Mechanisms linking sleep disorders to cyberbullying victimization</title>
<p>Our results align with theoretical frameworks suggesting that sleep disorders impair emotional regulation and executive functioning, thereby increasing vulnerability to aggression and peer conflict (<xref ref-type="bibr" rid="B42">42</xref>&#x2013;<xref ref-type="bibr" rid="B44">44</xref>). The observed dose&#x2013;response relationship (<italic>P</italic> for overall &lt; 0.001, <italic>P</italic> for nonlinear = 0.915) supports prior evidence that even subclinical sleep disturbances increase the risk of cyberbullying (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B46">46</xref>). For example, experimental studies have demonstrated that sleep deprivation heightens amygdala reactivity to negative stimuli while reducing prefrontal cortex activity, fostering impulsivity and hostile social perceptions (<xref ref-type="bibr" rid="B47">47</xref>&#x2013;<xref ref-type="bibr" rid="B49">49</xref>). Another cross-sectional survey by Chervin et&#xa0;al. (2003) demonstrated that adolescents with sleep-disordered breathing (SDB) exhibit 2&#x2013;3 times more bullying and other specific aggressive behaviors (<xref ref-type="bibr" rid="B50">50</xref>&#x2013;<xref ref-type="bibr" rid="B52">52</xref>), which is consistent with our observed OR of 1.10. The lower risk magnitude in our cohort may stem from methodological differences: while prior studies focused on sleep disturbances (assessed via the Adolescent Sleep-Wake Scale) (<xref ref-type="bibr" rid="B53">53</xref>), we measured broader sleep deficits (e.g., insomnia, sleep apnea and narcolepsy) via the PSQI, a validated tool for adolescent populations (Cronbach&#x2019;s &#x3b1; = 0.717 in our sample) (<xref ref-type="bibr" rid="B54">54</xref>). These neurobiological changes may explain why adolescents with sleep disorders are more prone to misinterpret social cues, escalating conflicts into cyberbullying perpetration or victimization (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>).</p>
<p>The gender-specific risk pattern&#x2014;higher vulnerability in girls&#x2014;contrasts with cross-sectional studies reporting stronger sleep-aggression associations in boys (<xref ref-type="bibr" rid="B55">55</xref>, <xref ref-type="bibr" rid="B56">56</xref>) but aligns with longitudinal data suggesting that girls&#x2019; emotional reactivity to sleep loss is amplified during adolescence (<xref ref-type="bibr" rid="B57">57</xref>). This disparity may reflect sex differences in stress hormone responses (e.g., cortisol dysregulation) (<xref ref-type="bibr" rid="B58">58</xref>) or sociocultural factors, such as girls&#x2019; greater reliance on peer relationships for emotional support (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>). Further research should disentangle biological (e.g., pubertal hormones) and environmental (e.g., gender norms) contributors to these differences.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Moderating role of lifestyle factors and behaviors</title>
<p>The relationship between sleep disorders and cyberbullying may be moderated by lifestyle factors, with different lifestyle behavior variables presenting varying risk levels among adolescents. Interestingly, alcohol use is a lifestyle factor associated with both increased sleep disturbance and increased cyberbullying risk: adolescents who consume alcohol are more likely to experience sleep disorders and cyberbullying victimization, reinforcing links between alcohol use, sleep disruption, and aggression (<xref ref-type="bibr" rid="B61">61</xref>). Surprisingly, reduced meat intake has been associated with increased sleep problems in recent dietary studies, yet in some contexts, it is correlated with lower engagement in aggressive behaviors, including cyberbullying&#x2014;findings that suggest that dietary components may have complex, bidirectional associations with both sleep and peer conflict risk (<xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B63">63</xref>). Moreover, while greater internet use time is consistently related to worsened sleep patterns (e.g., delayed sleep onset, lower sleep quality) (<xref ref-type="bibr" rid="B64">64</xref>), it does not always correlate with greater cyberbullying victimization in these same cohorts. A possible explanation is that these outcomes pertain to victimization rather than perpetration: high screen or internet time may increase exposure to online environments, but not all users become targets; moreover, lifestyle and dietary moderators may buffer or amplify risk differently for victims vs. perpetrators.</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Mediating roles of loneliness and nervousness</title>
<p>The partial mediation by loneliness (25.00%) and nervousness (8.33%) highlights the importance of social-emotional pathways in the link between sleep disorders and cyberbullying. Sleep disturbances may intensify feelings of isolation by limiting opportunities for positive peer interactions, such as through daytime fatigue that hinders social engagement (<xref ref-type="bibr" rid="B44">44</xref>, <xref ref-type="bibr" rid="B65">65</xref>). In contrast, nervousness may heighten negative appraisals of social situations, thereby increasing hostility (<xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B67">67</xref>). These mechanisms align with the social information processing model, wherein sleep loss biases cognitive processing toward threat detection and retaliatory behaviors (<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B69">69</xref>).</p>
<p>The absence of mediation by sadness indicates that depressive symptoms may not directly influence cyberbullying victimization, contrasting with findings from cross-sectional studies (<xref ref-type="bibr" rid="B70">70</xref>, <xref ref-type="bibr" rid="B71">71</xref>). This discrepancy could stem from differences in measurement (single-item vs. validated scales) or from the longitudinal design capturing the temporal precedence of mediators. Future studies should employ multidimensional mental health assessments to clarify these pathways. This distinction has practical implications: antibullying programs should prioritize social integration over worry reduction alone.</p>
</sec>
<sec id="s4_5">
<label>4.5</label>
<title>Implications for intervention</title>
<p>Our results advocate for multitiered interventions:</p>
<list list-type="order">
<list-item>
<p>Primary prevention: School-based sleep hygiene programs (e.g., delayed school start times, reduced screen time before bed) could mitigate sleep disturbances and downstream cyberbullying risks (<xref ref-type="bibr" rid="B72">72</xref>).</p></list-item>
<list-item>
<p>Psychological Support: Cognitive&#x2013;behavioral strategies targeting loneliness (e.g., social skills training) and sadness (e.g., emotion regulation techniques) may disrupt the mediation pathway (<xref ref-type="bibr" rid="B73">73</xref>).</p></list-item>
<list-item>
<p>Gender-Sensitive Approaches: Tailored interventions for girls&#x2014;such as peer support groups addressing sleep-related emotional dysregulation&#x2014;could address their heightened vulnerability.</p></list-item>
</list>
</sec>
<sec id="s4_6">
<label>4.6</label>
<title>Strength and limitations</title>
<p>The strengths of this study include its longitudinal design, adjustment for key confounders (e.g., substance use, screen time), and robust mediation analysis. However, several limitations must be acknowledged (1): Self-report bias and single-item assessment: Subjective measures and single-item assessments of sleep and cyberbullying may underreport sensitive behaviors. Objective tools (e.g., actigraphy, peer nominations) and repeat-item assessment can strengthen future work (<xref ref-type="bibr" rid="B74">74</xref>, <xref ref-type="bibr" rid="B75">75</xref>) (2). Cultural specificity: The sample was drawn from a single Chinese region; replication in diverse populations is needed to assess generalizability (3). Temporal granularity: The 2-year follow-up may miss short-term fluctuations in mediators. Ecological momentary assessment can capture dynamic sleep&#x2013;emotion&#x2013;behavior interactions (<xref ref-type="bibr" rid="B40">40</xref>, <xref ref-type="bibr" rid="B76">76</xref>).</p>
</sec>
<sec id="s4_7" sec-type="conclusions">
<label>4.7</label>
<title>Conclusion</title>
<p>Sleep disorders represent a modifiable risk factor for cyberbullying victimization in adolescents, with loneliness and nervousness serving as critical mediators. By integrating sleep promotion with psychosocial interventions targeting emotional well-being, policymakers and educators can disrupt the pathway from poor sleep to aggressive behaviors. Future research should test the efficacy of such strategies in randomized trials and explore the bidirectional relationships between sleep, emotions, and cyberbullying across developmental stages.</p>
</sec>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. Upon reasonable request, the corresponding author will provide the dataset.</p></sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>Ethical approval was obtained from the Ethics Review Committee of the Ningbo CDC (No. 201703), and written informed consent was obtained from the parents or legal guardians of all participants before participation. The study adhered to the ethical principles outlined in the Declaration of Helsinki.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>XX: Funding acquisition, Methodology, Writing &#x2013; review &amp; editing, Visualization, Software. Z-LJ: Writing &#x2013; original draft, Data curation, Conceptualization. QL: Writing &#x2013; original draft, Formal analysis. S-JW: Formal analysis, Data curation, Writing &#x2013; original draft. S-XL: Writing &#x2013; original draft, Conceptualization. Q-HG: Project administration, Writing &#x2013; review &amp; editing, Funding acquisition, Resources, Methodology.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>We would like to express our gratitude to all the study participants.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s10" 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="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
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