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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2024.1382068</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The association between diet and sleep with internalising symptoms in young athletes: a serial multiple mediation models</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Gao</surname> <given-names>Yun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2761181/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wang</surname> <given-names>Lei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1644082/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Physical Education, Shanghai Jiao Tong University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Physical Education, Shanghai University of Sport</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Gina Trakman, La Trobe University, Australia</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Kommi Kalpana, Manav Rachna International Institute of Research and Studies (MRIIRS), India</p>
<p>Maher Souabni, Universit&#x00E9; de Toulon, France</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Lei Wang, <email>wl2119@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>08</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1382068</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>08</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Gao and Wang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Gao and Wang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Athletes frequently experience anxiety and depression at rates similar to or higher than non-athletes. A balanced diet can alleviate athletes internalizing symptoms. Moreover, diet and sleep are all associated with internalising symptoms. Our study investigates how sleep quality mediates the impact of dietary habits on internalizing symptoms in athletes.</p>
</sec>
<sec>
<title>Methods</title>
<p>The current cross-sectional study involved 758 Chinese young athletes. The adapted Australian Athletes Diet Index was used to assess dietary patterns, and sleep was measured using the Athletes Sleep Screening Questionnaire. The Generalised Anxiety Disorder 7 scale and the Patient Health Questionnaire 9-item scale were used to assess symptoms of anxiety and depression. Structural Equation Modelling (SEM) analysis was used to examine the mediating role of sleep quality in young athletes. Raw scores of chronotypes, sleep quality, anxiety and depression were calculated for the statistical analysis.</p>
</sec>
<sec>
<title>Results</title>
<p>No significant indirect effects were found in adolescents. In adult athletes, diet mediated the relationship between chronotype and sleep quality (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.028, <italic>p</italic>&#x2009; &#x003C;&#x2009; 0.001). Sleep quality mediated the association between diet and anxiety (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.060, <italic>p</italic>&#x2009;=&#x2009;0.001), and depression (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.076, <italic>p</italic>&#x2009;=&#x2009;0.001). Additionally, diet and sleep quality mediated the association between chronotypes and anxiety (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.028, <italic>p</italic>&#x2009;=&#x2009;0.001), and depression (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.028, <italic>p</italic>&#x2009;=&#x2009;0.001).</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Sleep quality mediated the relationship between dietary patterns and internalising symptoms in young adult athletes. Additionally, diet and sleep quality mediated the association between chronotypes and internalising symptoms in young adult athletes.</p>
</sec>
</abstract>
<kwd-group>
<kwd>diet</kwd>
<kwd>sleep</kwd>
<kwd>internalising symptoms</kwd>
<kwd>athletes</kwd>
<kwd>mediation</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="63"/>
<page-count count="8"/>
<word-count count="6747"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Sport and Exercise Nutrition</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="sec1">
<label>1</label>
<title>Background</title>
<p>The main feature of internalising symptoms is the disturbance of mood or emotional state (<xref ref-type="bibr" rid="ref1">1</xref>). These symptoms typically manifest as anxiety, depression, mood disorders, and social withdrawal (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref3">3</xref>). These symptoms are characterised by negative emotional states and a lack of visible, externalised behaviours (<xref ref-type="bibr" rid="ref4">4</xref>). In 2019, there were 280 million individuals worldwide experiencing depression and 301 million suffering from anxiety disorders (<xref ref-type="bibr" rid="ref5">5</xref>). The prevalence of internalising symptoms is also notable in athletes. Recent studies suggest that elite athletes, due to the unique pressures of competitive sports, are particularly vulnerable to mental disorders (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref7">7</xref>). A systematic review revealed that the prevalence of anxiety and depression in athletes varies but is often higher than or comparable to their non-athlete counterparts (<xref ref-type="bibr" rid="ref6">6</xref>). Internalising symptoms can significantly impact an athlete&#x2019;s physical performance and mental health. Depression and anxiety, for example, can lead to decreased motivation, impaired concentration, and suboptimal performance in sports (<xref ref-type="bibr" rid="ref8">8</xref>). The high demands and stress associated with competitive sports can exacerbate these internalising symptoms, further affecting athletes&#x2019; overall well-being and career trajectory (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref10">10</xref>).</p>
<p>To date, there is a limited number of studies focused on the relationship between diet and internalising symptoms in athletes. However, several studies indicated a positive association between better dietary habits and greater mental health. Dietary habits can influence mental health, where a balanced diet is associated with a reduced risk of depression and anxiety (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref12">12</xref>). Previous studies suggested that a healthy diet rich in fruits, vegetables, and protein intake has benefits for reducing internalising symptoms in both the general population and athletes (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>). Conversely, poor dietary habits were associated with mental disorders in athletes (<xref ref-type="bibr" rid="ref14">14</xref>). For instance, diets high in processed foods and sugars have been linked to increased risk of depression and anxiety (<xref ref-type="bibr" rid="ref11">11</xref>, <xref ref-type="bibr" rid="ref12">12</xref>). Diet is one of the foundations for reaching athletic performance, with athletes&#x2019; dietary strategies, particularly those before and after competitions, being essential for recovery and adaptation (<xref ref-type="bibr" rid="ref15">15</xref>). Effective dietary can enhance the adaptive response to fatigue, promote muscle function and boost exercise tolerance (<xref ref-type="bibr" rid="ref16">16</xref>). Therefore, the monitoring of diets is important for athletes&#x2019; competition performance (<xref ref-type="bibr" rid="ref17">17</xref>). However, scientific evidence indicates that there are some issues in the dietary behaviours of athletes. Specifically, there is an imbalanced intake of vitamins, including insufficient Vitamin D and excessive levels of phosphorus, iron and zinc (<xref ref-type="bibr" rid="ref18">18</xref>). Elite athletes also demonstrate excessive consumption of vitamins, meat and sweets compared to non-elite athletes (<xref ref-type="bibr" rid="ref19">19</xref>). Alcohol consumption among athletes poses a significant dietary problem (<xref ref-type="bibr" rid="ref20">20</xref>). Research suggests that an athlete&#x2019;s diet can impact their sleep, stress and overall well-being (<xref ref-type="bibr" rid="ref21">21</xref>). Moreover, the understanding of nutrition among national-level athletes is profoundly limited and poorer than that of the general population of the same age (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref23">23</xref>). Furthermore, a comparison between elite and non-elite athletes did not show substantial benefits in nutritional knowledge (<xref ref-type="bibr" rid="ref24">24</xref>).</p>
<p>Sleep and internalising symptoms are closely related in athletes (<xref ref-type="bibr" rid="ref25 ref26 ref27 ref28">25&#x2013;28</xref>). Furthermore, sleep quality is even more closely linked to athletes&#x2019; mental health and is a significant predictor of internalising symptoms in athletes (<xref ref-type="bibr" rid="ref29">29</xref>). Sleep deprivation is a contributing factor to impaired mental health in elite athletes (<xref ref-type="bibr" rid="ref30">30</xref>). Chronic sleep deprivation and accumulated sleep debt can lead to severe mental wellness issues in athletes (<xref ref-type="bibr" rid="ref31">31</xref>). The connection between sleep and mental health can be achieved by enhancing the recovery of the immune and nervous systems (<xref ref-type="bibr" rid="ref32">32</xref>). Conversely, poor sleep quality and quantity have been consistently linked to higher levels of anxiety and depression among athletes (<xref ref-type="bibr" rid="ref33">33</xref>). A longitudinal study on athletes indicated that those with poor sleep patterns were more likely to report symptoms of depression and anxiety, compared to those with adequate sleep (<xref ref-type="bibr" rid="ref34">34</xref>). More importantly, diet plays a crucial role in the quality of sleep for athletes (<xref ref-type="bibr" rid="ref35">35</xref>). It has been known that nutritional choices can either promote restorative sleep or contribute to sleep disturbances (<xref ref-type="bibr" rid="ref35">35</xref>). Scientific evidence has also shown that a diet high in carbohydrates can facilitate the onset of sleep, while high-fat diets may adversely affect sleep quality (<xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref36">36</xref>). Moreover, one qualitative review synthesised the effect of nutrition interventions on athletes&#x2019; sleep and indicated that sleep deprivation may lead to alterations in dietary habits (<xref ref-type="bibr" rid="ref28">28</xref>).</p>
<p>The health behaviours of elite athletes are an ongoing concern, encompassing aspects such as diet and sleep. Athletes&#x2019; health behaviours can impact their training status and even directly affect their performance in competitions, ultimately influencing the trajectory of their careers (<xref ref-type="bibr" rid="ref19">19</xref>). Therefore, the health behaviours and mental well-being of athletes during the Olympic preparation cycle are crucially important for optimising their performance (<xref ref-type="bibr" rid="ref37">37</xref>). Although diet and sleep are associated with internalising symptoms, there is few studies have explored their interactive relationship in athletes. This gap is particularly notable given the high prevalence of mental health issues among athletes and the potential impact of these factors on their performance and well-being. The current study aims to address this gap by exploring how dietary habits and sleep patterns collectively influence internalising symptoms in athletes. Understanding the role of sleep as a mediator in this relationship is crucial, as it may offer insights into effective strategies for improving athletes&#x2019; mental health and, consequently, their sports performance. Therefore, the primary aim of this study is to investigate the association between diet and sleep with internalising symptoms in young athletes. Moreover, this study also explores the interactive relationship between unhealthy behaviours and internalising symptoms in young athletes.</p>
</sec>
<sec sec-type="methods" id="sec2">
<label>2</label>
<title>Methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Study design</title>
<p>This study was conducted using an online survey developed through the web-based questionnaire tool &#x201C;Wen Juan Xing&#x201D; (WJX.cn). The survey consisted of four sections: demographic data, health behaviours, and mental health. Participants were obtained by contacting coaches of university-level sports teams. Before participating in the study, athletes were provided with information about the research, and their informed consent was obtained. For athletes under the age of 18, parental or coach consent was required for participation in the survey. This study received approval from the Ethics Review Committee of the Shanghai University of Sport (Approval No. 102772022RT113).</p>
<p>Data were collected anonymously, and aggregate statistical analysis results were shared with the athletes or their guardians. The data collection was conducted from October to December 2022. Most of this period coincided with China&#x2019;s COVID-19 epidemic prevention phase. On December 6, China announced new epidemic prevention regulations, initiating the comprehensive relaxation of epidemic control measures across society. However, the implementation of these measures continued in various locations until the end of December. Throughout the duration of this study, the training regimes of the athletes surveyed remained normal.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Participants</title>
<p>The sample size for this study was calculated using the G-power sample calculator, ensuring a probability level (<italic>&#x03B1;</italic> err prob) of <italic>p</italic>&#x2009;=&#x2009;0.05, a small-to-medium effect size <italic>d</italic>&#x2009;=&#x2009;0.3, and a statistical power (1-<italic>&#x03B2;</italic>) of 0.90, which necessitated a minimum sample size of 109. To ensure a sufficient number of athlete participants, there were no restrictions on the level or age of the athletes participating in the study, other than being between the ages of 13 and 29. The athletic levels considered were National First-Class, National Elite, and International Elite. Data from athletes below National First-Class or those not meeting the criteria (non-athletes) and duplicate entries were excluded.</p>
<p>According to the standards of the General Administration of Sport of China, National First-Class Athletes are those who meet the standards in national school leagues or national youth U-series competitions. National-Level Athletes are those qualified to participate in national competitions, while International-Level Athletes generally refer to those qualified to participate in international or intercontinental competitions. The standards for athlete levels vary by sport, as detailed in the standards of the General Administration of Sport of China (<xref ref-type="bibr" rid="ref38">38</xref>).</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Measures</title>
<p>This study targeted high-level competitive athletes in China, specifically those who have been engaged in long-term sports training and have participated in provincial-level or higher competitions. The survey incorporated internationally recognised scales suitable for high-level athletes, facilitating the identification of health behaviour issues in this group. The comprehensive questionnaire included the following sections.</p>
<sec id="sec6">
<label>2.3.1</label>
<title>Diet measurement</title>
<p>The dietary behaviour questionnaire was adapted from the core nutritional section of the Australian Athlete Diet Index (ADI). The ADI is a scale specifically designed for assessing the nutritional behaviours of athletes (<xref ref-type="bibr" rid="ref39">39</xref>). It demonstrates good reliability (ICC&#x2009;=&#x2009;0.80, 95% CI 0.69, 0.87; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), and Bland&#x2013;Altman plots (mean 1.9; limits of agreement &#x2212;17.8, 21.7) did not show systematic bias (<italic>y</italic>&#x2009;=&#x2009;4.57&#x2013;0.03&#x2009;&#x00D7;&#x2009;<italic>x</italic>) (95% CI &#x2212;0.2, 0.1; <italic>p</italic>&#x2009;=&#x2009;0.70) (<xref ref-type="bibr" rid="ref40">40</xref>). Due to regional and cultural differences, the structure of the ADI core nutrition section was used, with item content referencing the &#x201C;Chinese Elite Athlete Nutrition Guide&#x201D; for the dietary requirements of athletes. The athletes were required to recall their dietary patterns over the past week. The questionnaire contains 13 items, covering the total variety of fruit, vegetables, grains, whole grains, dairy products, low-fat dairy products, total meat, poultry, fish, sweets, processed meats, takeout and dining out, and alcohol intake. The adapted questionnaire was retested for reliability in the athlete population, showing a test&#x2013;retest reliability (ICC&#x2009;=&#x2009;0.711, 95% CI 0.69, 0.87; <italic>p</italic> &#x003C;&#x2009;0.001). Higher raw scores represent healthier diet behaviours.</p>
</sec>
<sec id="sec7">
<label>2.3.2</label>
<title>Sleep measurement</title>
<p>The Athlete Sleep Screening Questionnaire (ASSQ) was used to assess sleep, including sleep quantity, quality, timing, insomnia, sleep-disordered breathing, and travel-related sleep issues, categorising athletes into four groups based on a &#x201C;Sleep Difficulty Score&#x201D;: none, mild, moderate, and severe clinical problem. The ASSQ shows good agreement with personal assessments by physicians specialising in elite athlete sleep (Cohen&#x2019;s kappa&#x2009;=&#x2009;0.84), with a diagnostic sensitivity of 81%, specificity of 93%, positive predictive value of 87%, and negative predictive value of 90%. It is the only universally used sleep screening questionnaire for athletes and has been clinically validated (<xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref42">42</xref>). The ASSQ is a 16-item multiple-choice questionnaire that calculates the &#x201C;Sleep Difficulty Score (SDS)&#x201D; using five questions based on total sleep time, sleep satisfaction, and symptoms of insomnia. The SDS, along with scores from other questions assessing circadian rhythm and sleep-disordered breathing, are translated into specific intervention recommendations. The ASSQ has been proven effective and reliable in the athletic population (<xref ref-type="bibr" rid="ref41">41</xref>). The first five items of the ASSQ assess sleep disorders (e.g., In the past month, how many hours do you sleep at night?), with a scoring system of 4 and 5 points. A total score of 1&#x2013;17 is calculated, with &#x2265;8 indicating the presence of a sleep disorder. Chronotype can be defined as an individual&#x2019;s inherent propensity towards a preference for morningness or eveningness (<xref ref-type="bibr" rid="ref43">43</xref>). In terms of ASSQ Chronotype, the raw score&#x2009;&#x2264;&#x2009;4 indicates the athlete is an evening type.</p>
</sec>
<sec id="sec8">
<label>2.3.3</label>
<title>Anxiety and depression measurement</title>
<p>The Generalised Anxiety Disorder 7 (GAD-7) scale and the Patient Health Questionnaire 9-item (PHQ-9) scale were used to assess symptoms of anxiety and depression in athletes. The GAD-7 assesses anxiety through seven items, such as &#x201C;Over the last 2&#x2009;weeks, how often have you been bothered by the following problem? (1) Feeling nervous, anxious, or on edge. (2) Not being able to stop or control worrying&#x201D; Each item is scored from 0 (&#x201C;Not at all&#x201D;) to 3 (&#x201C;Nearly every day&#x201D;), with a maximum score of 21. A total score between 0 and 21, with &#x2265;10 indicating anxiety symptoms. The PHQ-9 measures depression through nine items, such as: &#x201C;Over the past 2&#x2009;weeks, how often have you been bothered by any of the following problems?&#x201D; (1) Little interest or pleasure in doing things. (2) Feeling down, depressed, or hopeless. Each item is scored from 0 (&#x201C;Not at all&#x201D;) to 3 (&#x201C;Nearly every day&#x201D;), with a maximum score of 27. A total score of 0&#x2013;27 is calculated, with &#x2265;10 indicating depressive symptoms.</p>
</sec>
</sec>
<sec id="sec9">
<label>2.4</label>
<title>Data analysis</title>
<p>Descriptive statistics and correlations were calculated using IBM SPSS v26. The correlation analysis was controlled for variables such as age, sex, BMI, athlete grade, training hours/day, training days/week, and perceived training intensity. Structural Equation Modelling (SEM) analysis was conducted in IBM AMOS v24. The SEM analysis aimed to examine the relationships between diet, sleep quality scores, chronotype scores, and the variables of depression and anxiety. Dietary patterns were the independent variable. Sleep quality was treated as a mediating variable, with anxiety and depression as dependent variables. Since the given model met these criteria, maximum likelihood was used to calculate estimates. Following Kline&#x2019;s recommendations, the chi-square test, Comparative Fit Index (CFI&#x2009;&#x003E;&#x2009;0.9), Goodness of fit (GFI&#x2009;&#x003E;&#x2009;0.9), Index Root Mean Square Error of Approximation (RMSEA&#x2009;&#x003C;&#x2009;0.05), and Standardised Root Mean Square Residual (SRMR&#x2009;&#x003C;&#x2009;0.05) were calculated to assess the goodness of fit for each model (<xref ref-type="bibr" rid="ref44">44</xref>). Indirect effects were tested using a bias-corrected bootstrap with 5,000 bootstrap samples. Confidence intervals were calculated at the 95% level. The significance level was set at 0.05.</p>
</sec>
</sec>
<sec sec-type="results" id="sec10">
<label>3</label>
<title>Results</title>
<p>The descriptive statistics of demographic, health behaviour, and mental health variables from the questionnaire, as well as the mean comparisons among subgroups, are presented in <xref ref-type="table" rid="tab1">Table 1</xref>. In total, 815 online questionnaire responses were confirmed. After applying eligibility criteria, 758 of these were selected as the sample data for the study. Athletes from 22 different sports participated in the survey. The top five most represented sports were: Track and Field (22.0%), Diving (15.2%), Swimming (12.0%), Gymnastics (9.8%), and Tennis (8.6%). Finally, this study ultimately included questionnaire data from 758 athletes (19.36&#x2009;&#x00B1;&#x2009;3.17&#x2009;years). Of these, 388 were male (51.19%) and 370 were female (48.81%); there were 50 International Elite athletes, 274 National Elite athletes, and 434 National First-Class athletes. In the comparison between male and female samples, female athletes scored lower than male athletes in overall diet scores (52.69&#x2009;&#x00B1;&#x2009;14.92 vs. 57.69&#x2009;&#x00B1;&#x2009;13.61, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01), had higher scores in sleep difficulties (6.08&#x2009;&#x00B1;&#x2009;2.92 vs. 5.59&#x2009;&#x00B1;&#x2009;2.85, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), and scored lower in late sleeping (reverse scoring: 6.37&#x2009;&#x00B1;&#x2009;1.90 vs. 6.71&#x2009;&#x00B1;&#x2009;1.86, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Female athletes also had higher scores in anxiety and depression than male athletes (5.51&#x2009;&#x00B1;&#x2009;4.56 vs. 4.22&#x2009;&#x00B1;&#x2009;4.22, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01; 6.45&#x2009;&#x00B1;&#x2009;5.00 vs. 4.98&#x2009;&#x00B1;&#x2009;4.73, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01), with the only non-significant statistical differences being in Training hours/day (<italic>p</italic>&#x2009;=&#x2009;0.317) and Training days/week (<italic>p</italic>&#x2009;=&#x2009;0.496). In the comparison among different athletic levels, significant statistical differences were observed in the age (23.06&#x2009;&#x00B1;&#x2009;3.62 vs. 20.01&#x2009;&#x00B1;&#x2009;3.25 vs. 18.52&#x2009;&#x00B1;&#x2009;2.62, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), diet (56.83&#x2009;&#x00B1;&#x2009;13.14 vs. 53.11&#x2009;&#x00B1;&#x2009;14.99 vs. 56.42&#x2009;&#x00B1;&#x2009;14.15, <italic>p</italic>&#x2009;=&#x2009;0.009), and anxiety (5.28&#x2009;&#x00B1;&#x2009;5.51 vs. 5.39&#x2009;&#x00B1;&#x2009;4.50 vs. 4.47&#x2009;&#x00B1;&#x2009;4.23, <italic>p</italic>&#x2009;=&#x2009;0.021) scores of International Elite athletes, National Elite athletes, and National First-Class athletes, while other indicators showed no significant statistical differences (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Descriptive statistics for demographic variables and the health questionnaires.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top">Total (<italic>N</italic>&#x2009;=&#x2009;758)</th>
<th align="center" valign="top">Male (<italic>N</italic>&#x2009;=&#x2009;388)</th>
<th align="center" valign="top">Female (<italic>N</italic>&#x2009;=&#x2009;370)</th>
<th align="center" valign="top"><italic>T</italic> value</th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top">International elite (<italic>N</italic>&#x2009;=&#x2009;50)</th>
<th align="center" valign="top">National elite (<italic>N</italic>&#x2009;=&#x2009;274)</th>
<th align="center" valign="top">National first-class athletes (<italic>N</italic>&#x2009;=&#x2009;434)</th>
<th align="center" valign="top"><italic>F</italic> value</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Age</td>
<td align="center" valign="top">19.36&#x2009;&#x00B1;&#x2009;3.17</td>
<td align="center" valign="top">19.76&#x2009;&#x00B1;&#x2009;3.25</td>
<td align="center" valign="top">18.95&#x2009;&#x00B1;&#x2009;3.04</td>
<td align="center" valign="top">3.540</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">23.06&#x2009;&#x00B1;&#x2009;3.62</td>
<td align="center" valign="top">20.01&#x2009;&#x00B1;&#x2009;3.25</td>
<td align="center" valign="top">18.52&#x2009;&#x00B1;&#x2009;2.62</td>
<td align="center" valign="top">64.335</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">BMI</td>
<td align="center" valign="top">22.48&#x2009;&#x00B1;&#x2009;8.15</td>
<td align="center" valign="top">23.54&#x2009;&#x00B1;&#x2009;9.48</td>
<td align="center" valign="top">21.38&#x2009;&#x00B1;&#x2009;6.31</td>
<td align="center" valign="top">3.667</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">23.15&#x2009;&#x00B1;&#x2009;4.88</td>
<td align="center" valign="top">22.14&#x2009;&#x00B1;&#x2009;4.19</td>
<td align="center" valign="top">22.63&#x2009;&#x00B1;&#x2009;10.11</td>
<td align="center" valign="top">0.482</td>
<td align="center" valign="top">0.618</td>
</tr>
<tr>
<td align="left" valign="top">Training hours/day</td>
<td align="center" valign="top">5.21&#x2009;&#x00B1;&#x2009;10.87</td>
<td align="center" valign="top">4.82&#x2009;&#x00B1;&#x2009;2.78</td>
<td align="center" valign="top">5.61&#x2009;&#x00B1;&#x2009;15.29</td>
<td align="center" valign="top">&#x2212;1.001</td>
<td align="center" valign="top">0.317</td>
<td align="center" valign="top">5.66&#x2009;&#x00B1;&#x2009;1.79</td>
<td align="center" valign="top">5.18&#x2009;&#x00B1;&#x2009;2.99</td>
<td align="center" valign="top">5.17&#x2009;&#x00B1;&#x2009;14.16</td>
<td align="center" valign="top">0.046</td>
<td align="center" valign="top">0.955</td>
</tr>
<tr>
<td align="left" valign="top">Training days/week</td>
<td align="center" valign="top">5.82&#x2009;&#x00B1;&#x2009;2.62</td>
<td align="center" valign="top">5.89&#x2009;&#x00B1;&#x2009;2.31</td>
<td align="center" valign="top">5.76&#x2009;&#x00B1;&#x2009;3.0</td>
<td align="center" valign="top">0.682</td>
<td align="center" valign="top">0.496</td>
<td align="center" valign="top">6.14&#x2009;&#x00B1;&#x2009;1.29</td>
<td align="center" valign="top">5.99&#x2009;&#x00B1;&#x2009;3.09</td>
<td align="center" valign="top">5.68&#x2009;&#x00B1;&#x2009;2.40</td>
<td align="center" valign="top">1.635</td>
<td align="center" valign="top">0.196</td>
</tr>
<tr>
<td align="left" valign="top">Diet</td>
<td align="center" valign="top">55.25&#x2009;&#x00B1;&#x2009;14.47</td>
<td align="center" valign="top">57.69&#x2009;&#x00B1;&#x2009;13.61</td>
<td align="center" valign="top">52.69&#x2009;&#x00B1;&#x2009;14.92</td>
<td align="center" valign="top">4.825</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">56.83&#x2009;&#x00B1;&#x2009;13.14</td>
<td align="center" valign="top">53.11&#x2009;&#x00B1;&#x2009;14.99</td>
<td align="center" valign="top">56.42&#x2009;&#x00B1;&#x2009;14.15</td>
<td align="center" valign="top">4.747</td>
<td align="center" valign="top">0.009</td>
</tr>
<tr>
<td align="left" valign="top">Chronotype</td>
<td align="center" valign="top">6.55&#x2009;&#x00B1;&#x2009;1.88</td>
<td align="center" valign="top">6.71&#x2009;&#x00B1;&#x2009;1.86</td>
<td align="center" valign="top">6.37&#x2009;&#x00B1;&#x2009;1.90</td>
<td align="center" valign="top">2.481</td>
<td align="center" valign="top">0.013</td>
<td align="center" valign="top">6.08&#x2009;&#x00B1;&#x2009;2.23</td>
<td align="center" valign="top">6.58&#x2009;&#x00B1;&#x2009;1.76</td>
<td align="center" valign="top">6.58&#x2009;&#x00B1;&#x2009;1.92</td>
<td align="center" valign="top">1.643</td>
<td align="center" valign="top">0.194</td>
</tr>
<tr>
<td align="left" valign="top">Sleep quality</td>
<td align="center" valign="top">5.83&#x2009;&#x00B1;&#x2009;2.89</td>
<td align="center" valign="top">5.59&#x2009;&#x00B1;&#x2009;2.85</td>
<td align="center" valign="top">6.08&#x2009;&#x00B1;&#x2009;2.92</td>
<td align="center" valign="top">&#x2212;2.341</td>
<td align="center" valign="top">0.019</td>
<td align="center" valign="top">5.84&#x2009;&#x00B1;&#x2009;3.19</td>
<td align="center" valign="top">6.01&#x2009;&#x00B1;&#x2009;2.94</td>
<td align="center" valign="top">5.72&#x2009;&#x00B1;&#x2009;2.83</td>
<td align="center" valign="top">0.847</td>
<td align="center" valign="top">0.429</td>
</tr>
<tr>
<td align="left" valign="top">Anxiety</td>
<td align="center" valign="top">4.85&#x2009;&#x00B1;&#x2009;4.44</td>
<td align="center" valign="top">4.22&#x2009;&#x00B1;&#x2009;4.22</td>
<td align="center" valign="top">5.51&#x2009;&#x00B1;&#x2009;4.56</td>
<td align="center" valign="top">&#x2212;4.041</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">5.28&#x2009;&#x00B1;&#x2009;5.51</td>
<td align="center" valign="top">5.39&#x2009;&#x00B1;&#x2009;4.50</td>
<td align="center" valign="top">4.47&#x2009;&#x00B1;&#x2009;4.23</td>
<td align="center" valign="top">3.883</td>
<td align="center" valign="top">0.021</td>
</tr>
<tr>
<td align="left" valign="top">Depression</td>
<td align="center" valign="top">5.69&#x2009;&#x00B1;&#x2009;4.91</td>
<td align="center" valign="top">4.98&#x2009;&#x00B1;&#x2009;4.73</td>
<td align="center" valign="top">6.45&#x2009;&#x00B1;&#x2009;5.00</td>
<td align="center" valign="top">&#x2212;4.160</td>
<td align="center" valign="top">&#x003C;0.001</td>
<td align="center" valign="top">5.60&#x2009;&#x00B1;&#x2009;5.86</td>
<td align="center" valign="top">6.22&#x2009;&#x00B1;&#x2009;4.98</td>
<td align="center" valign="top">5.37&#x2009;&#x00B1;&#x2009;4.73</td>
<td align="center" valign="top">2.509</td>
<td align="center" valign="top">0.082</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01, &#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05. ASSQ, The Athlete Sleep Screening Questionnaire; SDS, Sleep Difficulty Score; Chronotype, Eveningness&#x2013;tendency to sleep late; SMHRT-1, Sport Mental Health Assessment Tool 1.</p>
</table-wrap-foot>
</table-wrap>
<p>The correlation coefficients among indicators are shown in <xref ref-type="table" rid="tab2">Table 2</xref>. After controlling for variables such as age, sex, BMI, athlete grade, training hours/day, training days/week, and perceived training intensity, the athletes&#x2019; diet raw scores were significantly negatively correlated with sleep quality raw scores (<italic>r</italic>&#x2009;=&#x2009;&#x2212;0.128, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01), and significantly positively correlated with chronotypes raw scores (<italic>r</italic>&#x2009;=&#x2009;0.138, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01), anxiety raw scores (<italic>r</italic>&#x2009;=&#x2009;0.091, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), and depression raw scores (<italic>r</italic>&#x2009;=&#x2009;0.099, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). Sleep quality raw scores were significantly positively correlated with anxiety (<italic>r</italic>&#x2009;=&#x2009;0.384, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) and depression raw scores (<italic>r</italic>&#x2009;=&#x2009;0.450, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). There was also a significant positive correlation between anxiety and depression raw scores (<italic>r</italic>&#x2009;=&#x2009;0.821, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Zero-order correlation of variables (<italic>N</italic>&#x2009;=&#x2009;750).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Measure</th>
<th align="center" valign="top">Diet</th>
<th align="center" valign="top">SDS</th>
<th align="center" valign="top">Chronotype</th>
<th align="center" valign="top">Anxiety</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">SDS</td>
<td align="center" valign="top">&#x2212;0.136&#x002A;&#x002A;</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Chronotype</td>
<td align="center" valign="top">0.134&#x002A;&#x002A;</td>
<td align="center" valign="top">&#x2212;0.058</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Anxiety</td>
<td align="center" valign="top">&#x2212;0.091&#x002A;</td>
<td align="center" valign="top">0.386&#x002A;&#x002A;</td>
<td align="center" valign="top">0.004</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Depression</td>
<td align="center" valign="top">&#x2212;0.101&#x002A;&#x002A;</td>
<td align="center" valign="top">0.451&#x002A;&#x002A;</td>
<td align="center" valign="top">&#x2212;0.034</td>
<td align="center" valign="top">0.821&#x002A;&#x002A;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Significant differences between groups, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05; &#x002A;&#x002A;significant differences between groups, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01.</p>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="tab3">Tables 3</xref>, <xref ref-type="table" rid="tab4">4</xref> display the direct effects of chronotypes, diet and sleep on anxiety and depression raw scores in young athletes. In adolescents, sleep quality was associated with anxiety (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.431, 95%CI&#x2009;=&#x2009;0.299&#x2013;0.552, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) and depression (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.382, 95%CI&#x2009;=&#x2009;0.289&#x2013;0.563). In adults, chronotype was positively associated with diet (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.167, 95%CI&#x2009;=&#x2009;0.074&#x2013;0.253, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). Diet was negatively related to sleep quality (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.168, 95%CI&#x2009;=&#x2009;&#x2212;0.242 to &#x2212;0.091, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). Additionally, sleep quality was positively associated with anxiety (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.359, 95%CI&#x2009;=&#x2009;0.275&#x2013;0.432, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) and depression (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.451, 95%CI&#x2009;=&#x2009;0.377&#x2013;0.522, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Direct effects of chronotype, diet and sleep duration on anxiety.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="3">Path</th>
<th align="center" valign="top" colspan="3">Overall sample</th>
<th align="center" valign="top" colspan="3">Adolescents</th>
<th align="center" valign="top" colspan="3">Adults</th>
</tr>
<tr>
<th align="center" valign="top" rowspan="2">Standardised estimates</th>
<th align="center" valign="top" colspan="2">95%CI</th>
<th align="center" valign="top" rowspan="2">Standardised estimates</th>
<th align="center" valign="top" colspan="2">95%CI</th>
<th align="center" valign="top" rowspan="2">Standardised estimates</th>
<th align="center" valign="top" colspan="2">95%CI</th>
</tr>
<tr>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;diet</td>
<td align="center" valign="middle">0.152&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.075</td>
<td align="center" valign="middle">0.227</td>
<td align="center" valign="middle">0.078</td>
<td align="center" valign="middle">&#x2212;0.077</td>
<td align="center" valign="middle">0.235</td>
<td align="center" valign="middle">0.167&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.074</td>
<td align="center" valign="middle">0.253</td>
</tr>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;sleep quality</td>
<td align="center" valign="middle">&#x2212;0.058</td>
<td align="center" valign="middle">&#x2212;0.132</td>
<td align="center" valign="middle">0.020</td>
<td align="center" valign="middle">&#x2212;0.066</td>
<td align="center" valign="middle">&#x2212;0.211</td>
<td align="center" valign="middle">0.079</td>
<td align="center" valign="middle">&#x2212;0.047</td>
<td align="center" valign="middle">&#x2212;0.129</td>
<td align="center" valign="middle">0.046</td>
</tr>
<tr>
<td align="left" valign="top">Diet&#x2009;&#x2192;&#x2009;sleep quality</td>
<td align="center" valign="middle">&#x2212;0.135&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.199</td>
<td align="center" valign="middle">&#x2212;0.066</td>
<td align="center" valign="middle">&#x2212;0.053</td>
<td align="center" valign="middle">&#x2212;0.177</td>
<td align="center" valign="middle">0.073</td>
<td align="center" valign="middle">&#x2212;0.168&#x002A;&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.242</td>
<td align="center" valign="middle">&#x2212;0.091</td>
</tr>
<tr>
<td align="left" valign="top">Diet&#x2009;&#x2192;&#x2009;anxiety</td>
<td align="center" valign="middle">&#x2212;0.064</td>
<td align="center" valign="middle">&#x2212;0.132</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="middle">&#x2212;0.058</td>
<td align="center" valign="middle">&#x2212;0.166</td>
<td align="center" valign="middle">0.055</td>
<td align="center" valign="middle">&#x2212;0.072</td>
<td align="center" valign="middle">&#x2212;0.144</td>
<td align="center" valign="middle">0.011</td>
</tr>
<tr>
<td align="left" valign="top">Sleep quality&#x2009;&#x2192;&#x2009;anxiety</td>
<td align="center" valign="middle">0.382&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.313</td>
<td align="center" valign="middle">0.449</td>
<td align="center" valign="middle">0.431&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.299</td>
<td align="center" valign="middle">0.552</td>
<td align="center" valign="middle">0.359&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.275</td>
<td align="center" valign="middle">0.432</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001, &#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.010, &#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.050.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Direct effects of chronotype, diet and sleep duration on depression.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="3">Path</th>
<th align="center" valign="top" colspan="3">Overall sample</th>
<th align="center" valign="top" colspan="3">Adolescents</th>
<th align="center" valign="top" colspan="3">Adults</th>
</tr>
<tr>
<th align="center" valign="top" rowspan="2">Standardised estimates</th>
<th align="center" valign="top" colspan="2">95%CI</th>
<th align="center" valign="top" rowspan="2">Standardised estimates</th>
<th align="center" valign="top" colspan="2">95%CI</th>
<th align="center" valign="top" rowspan="2">Standardised estimates</th>
<th align="center" valign="top" colspan="2">95%CI</th>
</tr>
<tr>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
<th align="center" valign="top">Lower</th>
<th align="center" valign="top">Upper</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;diet</td>
<td align="center" valign="middle">0.152&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.075</td>
<td align="center" valign="middle">0.227</td>
<td align="center" valign="middle">0.078</td>
<td align="center" valign="middle">&#x2212;0.077</td>
<td align="center" valign="middle">0.235</td>
<td align="center" valign="middle">0.167&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.074</td>
<td align="center" valign="middle">0.253</td>
</tr>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;sleep quality</td>
<td align="center" valign="middle">&#x2212;0.058</td>
<td align="center" valign="middle">&#x2212;0.132</td>
<td align="center" valign="middle">0.020</td>
<td align="center" valign="middle">&#x2212;0.066</td>
<td align="center" valign="middle">&#x2212;0.210</td>
<td align="center" valign="middle">0.082</td>
<td align="center" valign="middle">&#x2212;0.047</td>
<td align="center" valign="middle">&#x2212;0.129</td>
<td align="center" valign="middle">0.046</td>
</tr>
<tr>
<td align="left" valign="top">Diet&#x2009;&#x2192;&#x2009;sleep quality</td>
<td align="center" valign="middle">&#x2212;0.135&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.199</td>
<td align="center" valign="middle">&#x2212;0.066</td>
<td align="center" valign="middle">&#x2212;0.053</td>
<td align="center" valign="middle">&#x2212;0.171</td>
<td align="center" valign="middle">0.078</td>
<td align="center" valign="middle">&#x2212;0.168&#x002A;&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.242</td>
<td align="center" valign="middle">&#x2212;0.091</td>
</tr>
<tr>
<td align="left" valign="top">Diet&#x2009;&#x2192;&#x2009;anxiety</td>
<td align="center" valign="middle">&#x2212;0.061</td>
<td align="center" valign="middle">&#x2212;0.122</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="middle">&#x2212;0.083</td>
<td align="center" valign="middle">&#x2212;0.197</td>
<td align="center" valign="middle">0.032</td>
<td align="center" valign="middle">&#x2212;0.056</td>
<td align="center" valign="middle">&#x2212;0.129</td>
<td align="center" valign="middle">0.021</td>
</tr>
<tr>
<td align="left" valign="top">Sleep quality&#x2009;&#x2192;&#x2009;anxiety</td>
<td align="center" valign="middle">0.445&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.376</td>
<td align="center" valign="middle">0.510</td>
<td align="center" valign="middle">0.382&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.289</td>
<td align="center" valign="middle">0.563&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.451&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.377</td>
<td align="center" valign="middle">0.522</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001, &#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.010, &#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.050.</p>
</table-wrap-foot>
</table-wrap>
<p><xref ref-type="table" rid="tab5">Tables 5</xref>, <xref ref-type="table" rid="tab6">6</xref> show the indirect effects of chronotype, diet, and sleep quality on anxiety and depression raw scores. In adolescents, we did not find any significant indirect effects. In adults, diet mediated the relationship between chronotype and sleep quality (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.028, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). Sleep quality mediated the association between diet and anxiety (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.060, <italic>p</italic>&#x2009;=&#x2009;0.001), and depression (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.076, <italic>p</italic>&#x2009;=&#x2009;0.001). Additionally, diet and sleep quality mediated the association between chronotypes and anxiety (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.028, <italic>p</italic>&#x2009;=&#x2009;0.001), and depression (<italic>&#x03B2;</italic>&#x2009;=&#x2009;&#x2212;0.028, <italic>p</italic>&#x2009;=&#x2009;0.001).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Indirect effects on anxiety.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Paths</th>
<th align="center" valign="top" colspan="2">Overall</th>
<th align="center" valign="top" colspan="2">Adolescents</th>
<th align="center" valign="top" colspan="2">Adults</th>
</tr>
<tr>
<th align="center" valign="top">Standardised estimates</th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top">Standardised estimates</th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top">Standardised estimates</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;diet&#x2009;&#x2192;&#x2009;sleep quality</td>
<td align="center" valign="middle">&#x2212;0.020&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="middle">&#x2212;0.004</td>
<td align="center" valign="middle">0.296</td>
<td align="center" valign="middle">&#x2212;0.028&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
</tr>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;diet&#x2009;&#x2192;&#x2009;anxiety</td>
<td align="center" valign="middle">&#x2212;0.010&#x002A;</td>
<td align="center" valign="middle">0.039</td>
<td align="center" valign="middle">&#x2212;0.005</td>
<td align="center" valign="middle">0.240</td>
<td align="center" valign="middle">&#x2212;0.012</td>
<td align="center" valign="middle">0.067</td>
</tr>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;sleep quality&#x2009;&#x2192;&#x2009;anxiety</td>
<td align="center" valign="middle">&#x2212;0.022</td>
<td align="center" valign="middle">0.134</td>
<td align="center" valign="middle">&#x2212;0.028</td>
<td align="center" valign="middle">0.369</td>
<td align="center" valign="middle">&#x2212;0.017</td>
<td align="center" valign="middle">0.314</td>
</tr>
<tr>
<td align="left" valign="top">Diet&#x2009;&#x2192;&#x2009;sleep quality&#x2009;&#x2192;&#x2009;anxiety</td>
<td align="center" valign="middle">&#x2212;0.051&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="middle">&#x2212;0.023</td>
<td align="center" valign="middle">0.395</td>
<td align="center" valign="middle">&#x2212;0.060&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
</tr>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;diet&#x2009;&#x2192;&#x2009;sleep quality&#x2009;&#x2192;&#x2009;anxiety</td>
<td align="center" valign="middle">&#x2212;0.020&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="middle">&#x2212;0.004</td>
<td align="center" valign="middle">0.288</td>
<td align="center" valign="middle">&#x2212;0.028&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001, &#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.010, &#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.050. Model fit index (adults): chi-square (<italic>&#x03C7;</italic><sup>2</sup>/DF&#x2009;=&#x2009;1.066, <italic>p</italic>&#x2009;=&#x2009;0.302), SRMR&#x2009;=&#x2009;0.013, RMSEA&#x2009;=&#x2009;0.011, CFI&#x2009;=&#x2009;0.999, GFI&#x2009;=&#x2009;0.999.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Indirect effects on depression.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Paths</th>
<th align="center" valign="top">Overall</th>
<th align="center" valign="top" colspan="3">Adolescents</th>
<th align="center" valign="top" colspan="2">Adults</th>
</tr>
<tr>
<th align="center" valign="top">Standardised estimates</th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top">Standardised estimates</th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top">Standardised estimates</th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;diet&#x2009;&#x2192;&#x2009;sleep quality</td>
<td align="center" valign="middle">&#x2212;0.020&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="middle">&#x2212;0.004</td>
<td align="center" valign="middle">0.296</td>
<td align="center" valign="middle">&#x2212;0.028&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
</tr>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;diet&#x2009;&#x2192;&#x2009;depression</td>
<td align="center" valign="middle">&#x2212;0.009&#x002A;</td>
<td align="center" valign="middle">0.036</td>
<td align="center" valign="top">&#x2212;0.006</td>
<td align="center" valign="top">0.233</td>
<td align="center" valign="middle">&#x2212;0.009</td>
<td align="center" valign="middle">0.124</td>
</tr>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;sleep quality&#x2009;&#x2192;&#x2009;depression</td>
<td align="center" valign="middle">&#x2212;0.026</td>
<td align="center" valign="middle">0.142</td>
<td align="center" valign="top">&#x2212;0.029</td>
<td align="center" valign="top">0.363</td>
<td align="center" valign="middle">&#x2212;0.021</td>
<td align="center" valign="middle">0.317</td>
</tr>
<tr>
<td align="left" valign="top">Diet&#x2009;&#x2192;&#x2009;sleep quality&#x2009;&#x2192;&#x2009;depression</td>
<td align="center" valign="middle">&#x2212;0.060&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
<td align="center" valign="top">&#x2212;0.023</td>
<td align="center" valign="top">0.373</td>
<td align="center" valign="middle">&#x2212;0.076&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
</tr>
<tr>
<td align="left" valign="top">Chronotype&#x2009;&#x2192;&#x2009;diet&#x2009;&#x2192;&#x2009;sleep quality&#x2009;&#x2192;&#x2009;depression</td>
<td align="center" valign="middle">&#x2212;0.020&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.000</td>
<td align="center" valign="middle">&#x2212;0.004</td>
<td align="center" valign="middle">0.280</td>
<td align="center" valign="middle">&#x2212;0.028&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;&#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001, &#x002A;&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.010, &#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.050. Model fit index (adults): chi-square (<italic>&#x03C7;</italic><sup>2</sup>/DF&#x2009;=&#x2009;0.002, <italic>p</italic>&#x2009;=&#x2009;0.964), SRMR&#x2009;=&#x2009;0.001, RMSEA&#x2009;=&#x2009;0.000, CFI&#x2009;=&#x2009;1.000, GFI&#x2009;=&#x2009;1.000.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec sec-type="discussion" id="sec11">
<label>4</label>
<title>Discussion</title>
<p>To the best of the author&#x2019;s knowledge, this is the first study to explore the mediating role of sleep in the relationship between diet and internalising symptoms in young athletes. The results indicate that there are significant associations between chronotype and diet, diet and sleep quality, sleep quality and anxiety/depression. Furthermore, our findings revealed two significant mediating pathways: (1) diet&#x2009;&#x2192;&#x2009;sleep quality&#x2009;&#x2192;&#x2009;anxiety/depression and (2) chronotype&#x2009;&#x2192;&#x2009;diet&#x2009;&#x2192;&#x2009;sleep quality&#x2009;&#x2192;&#x2009;anxiety/depression in young adult athletes. Additionally, we did not find any indirect effects in adolescent athletes.</p>
<p>Our findings suggest a positive association between chronotype and diet raw scores in young adult athletes, which is consistent with the previous studies (<xref ref-type="bibr" rid="ref45 ref46 ref47">45&#x2013;47</xref>). The previous study investigated adults aged 18&#x2013;65&#x2009;years and found that those with a morning chronotype were intended to consume higher energy, protein and fat intake, and reduced carbohydrate intake (<xref ref-type="bibr" rid="ref45">45</xref>). Conversely, evening chronotypes consumed lower protein intake (<xref ref-type="bibr" rid="ref45">45</xref>). In university athletes, a cross-sectional study indicated that evening chronotype athletes consumed higher amounts of carbohydrates, confectionary, and sweet beverages compared to their morning chronotype counterparts (<xref ref-type="bibr" rid="ref46">46</xref>). Furthermore, Moss and colleagues found higher chronotype raw scores were linked to increased gain consumption (<xref ref-type="bibr" rid="ref47">47</xref>). Morning chronotypes were identified as individuals consuming more breakfasts, while evening chronotypes displayed preferences for more snacks, caffeine, alcohol, and later eating patterns (<xref ref-type="bibr" rid="ref45">45</xref>, <xref ref-type="bibr" rid="ref48">48</xref>, <xref ref-type="bibr" rid="ref49">49</xref>). A scoping review also suggested that evening chronotypes were associated with higher consumption of sweets, caffeine, and alcohol, as well as unhealthier behaviours such as delayed meal times, irregular breakfast eating, breakfast skipping and excessive calorie intake during the night (<xref ref-type="bibr" rid="ref50">50</xref>).</p>
<p>The current study found that dietary patterns were associated with sleep quality in young athletes. This finding aligns with previous studies (<xref ref-type="bibr" rid="ref47">47</xref>, <xref ref-type="bibr" rid="ref51">51</xref>). For instance, Moss and colleagues found endurance athletes who consumed fewer grains had poorer sleep quality (<xref ref-type="bibr" rid="ref47">47</xref>). Cando and colleagues found nutrition intake was associated with both sleep duration and quality in elite female athletes (<xref ref-type="bibr" rid="ref51">51</xref>). Additionally, our findings suggest a positive association between sleep quality and anxiety/depression raw scores in young athletes. This finding is consistent with several previous studies (<xref ref-type="bibr" rid="ref52 ref53 ref54">52&#x2013;54</xref>). Grandner and colleagues found that poor sleep quality was associated with a higher risk of anxiety (Unstandardised <italic>B</italic>&#x2009;=&#x2009;0.459, 95%CI&#x2009;=&#x2009;0.294&#x2013;0.624, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.0001) and depression (Unstandardised <italic>B</italic>&#x2009;=&#x2009;0.52, 95%CI&#x2009;=&#x2009;0.239&#x2013;0.801, <italic>p</italic>&#x2009;=&#x2009;0.0003) (<xref ref-type="bibr" rid="ref53">53</xref>). Moreover, Potter and colleagues investigated 162 high school athletes and found poor sleep quality was associated with higher anxiety (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.391, 95%CI&#x2009;=&#x2009;0.263&#x2013;0.520, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) and depressive symptoms (<italic>&#x03B2;</italic>&#x2009;=&#x2009;0.456, 95%CI&#x2009;=&#x2009;0.346&#x2013;0.565, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) (<xref ref-type="bibr" rid="ref54">54</xref>). We also found that sleep quality was associated with anxiety/depression in adolescent athletes. Adolescents may experience poor sleep quality due to maturational development (e.g., a circadian phase delay) and societal and psychosocial factors (e.g., increased bedtime autonomy, and screen time) (<xref ref-type="bibr" rid="ref55">55</xref>, <xref ref-type="bibr" rid="ref56">56</xref>). It is well-documented that poor sleep quality is associated with higher levels of anxiety and depressive symptoms (<xref ref-type="bibr" rid="ref54">54</xref>, <xref ref-type="bibr" rid="ref57">57</xref>). This can partially explain the association between sleep quality and anxiety/depression in adolescent athletes. Our findings also support the strongest association between sleep quality and internalising symptoms in young athletes. However, mediating analysis suggests that no direct effects are observed between diet and anxiety/depression, as well as chronotypes and sleep quality in young athletes.</p>
<p>In terms of indirect effects, the current study found that sleep quality mediated the relationship between diet and internalising symptoms in young adult athletes. The previous study has indicated that unhealthy dietary patterns in conjunction with inadequate sleep may constitute significant risk factors for the onset of mental health problems (<xref ref-type="bibr" rid="ref58">58</xref>). Our study extends this finding by demonstrating that sleep quality mediates the association between dietary patterns and anxiety/depression in young adult athletes. Accordingly, diet can impact sleep through various mechanisms such as circulating gut hormones, stimulating the production of serotonin and melatonin, acting on GABAergic or serotonergic neurons, or other unidentified mechanisms such as the bioactive peptides and the nonprotein nitrogen fraction of diet (<xref ref-type="bibr" rid="ref59">59</xref>, <xref ref-type="bibr" rid="ref60">60</xref>). For these reasons, unhealthier dietary patterns may lead to poor sleep quality in young athletes (<xref ref-type="bibr" rid="ref61">61</xref>). Moreover, the relationship between sleep and anxiety may be explained by shared neurocircuity and there is a complex network of receptor systems, including dopamine, serotonin and adenosine (<xref ref-type="bibr" rid="ref62">62</xref>). Additionally, sleep may impact depression via increasing inflammatory cytokines, biochemical pathways such as changes in cholinergic and monoaminergic neurons, genetic factors and circadian rhythm (<xref ref-type="bibr" rid="ref63">63</xref>). Taken together, the relationship between diet and internalising symptoms may be explained by the effects of diet on sleep quality, which may, in turn, impact internalising symptoms in young athletes. Moreover, diet and sleep quality mediated the association between chronotype and internalising symptoms. According to existing evidence, morning chronotype people were more likely to have a healthier and regular lifestyle when compared to their evening counterparts (<xref ref-type="bibr" rid="ref48">48</xref>, <xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref59">59</xref>). In comparison with the mediating effects of sleep quality, the indirect effect of chronotype on internalising symptoms is smaller than the mediating effect of sleep quality. This finding indicates that chronotype may be associated with insufficient sleep duration through poor dietary behaviours, which could subsequently be related to anxiety and depression. It implies that coaches, athletes, and other stakeholders should be aware that both a healthier diet and better sleep quality potentially have benefits for reducing the risk of internalising symptoms in athletes.</p>
<p>This study represents one of the initial attempts to examine the mediating effects of sleep quality in the relationship between diet and internalising symptoms in young athletes. However, several limitations should be considered when interpreting the findings. Firstly, a cross-sectional study design was employed to examine the relationship between diet, sleep and internalising symptoms in young athletes. More experimental studies are needed to establish the causality of this association. Secondly, self-reported measures were used to assess diet, sleep and internalising symptoms. To enhance our understanding of this association, further research would benefit from incorporating more objective measures. Thirdly, as the sample comprises Chinese young athletes, improving the generalisability of the results is recommended by including a larger sample size and participants from diverse cultural backgrounds. Lastly, given that the data collection was conducted between October and December 2022 during the period of COVID-19. The findings of the current study should be interpreted with caution.</p>
</sec>
<sec sec-type="conclusions" id="sec12">
<label>5</label>
<title>Conclusion</title>
<p>The results suggest significant direct effects of chronotype on diet, diet on sleep quality, and sleep quality on anxiety/depression in young adult athletes. Moreover, the mediating models indicate that sleep quality mediated the relationship between dietary patterns and internalising symptoms in young adult athletes. Additionally, diet and sleep quality mediated the association between chronotype internalising symptoms in young adult athletes.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec13">
<title>Data availability statement</title>
<p>The datasets presented in this article are not readily available because of the restrictions of ethics. Requests to access the datasets should be directed to Lei Wang: <email>wl2119@163.com</email>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec14">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Review Committee of Shanghai University of Sport (Approval No. 102772022RT113). The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin.</p>
</sec>
<sec sec-type="author-contributions" id="sec15">
<title>Author contributions</title>
<p>YG: Formal analysis, Writing &#x2013; original draft, Methodology, Investigation, Data curation, Conceptualization. LW: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Supervision, Methodology, Investigation, Data curation, Conceptualization.</p>
</sec>
<sec sec-type="funding-information" id="sec16">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec17">
<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 sec-type="disclaimer" id="sec18">
<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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