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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2024.1361745</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Association of depression and sleep quality with frailty: a cross-sectional study in China</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Zhang</surname> <given-names>Yue</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Yu</surname> <given-names>Ge</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Bai</surname> <given-names>Wei</given-names></name>
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<contrib contrib-type="author">
<name><surname>Wu</surname> <given-names>Songyu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Geng</surname> <given-names>Xiaohan</given-names></name>
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<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Wangyi</given-names></name>
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<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Yihang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Meng</surname> <given-names>Yujiao</given-names></name>
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<contrib contrib-type="author">
<name><surname>Gao</surname> <given-names>Junling</given-names></name>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Li</surname> <given-names>Wenjun</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Kou</surname> <given-names>Changgui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Epidemiology and Biostatistics, School of Public Health, Jilin University</institution>, <addr-line>Changchun, Jilin</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Public Health, Fudan University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Social Medicine and Health Management, School of Public Health, Jilin University</institution>, <addr-line>Changchun, Jilin</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Xiaolei Liu, Sichuan University, China</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Mohammad Saiful Islam, Bangladesh Livestock Research Institute, Bangladesh</p>
<p>Akbar Azizi Zeinalhajlou, Tabriz University of Medical Sciences, Iran</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Wenjun Li, <email>liwenjun@jlu.edu.cn</email></corresp>
<corresp id="c002">Changgui Kou, <email>koucg@jlu.edu.cn</email></corresp>
<fn fn-type="equal" id="fn0001">
<p><sup>&#x2020;</sup>These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1361745</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>03</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Zhang, Yu, Bai, Wu, Geng, Zhang, Liu, Meng, Gao, Li and Kou.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Zhang, Yu, Bai, Wu, Geng, Zhang, Liu, Meng, Gao, Li and Kou</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 id="sec1">
<title>Background</title>
<p>With the rapid growth of global aging, frailty has become a serious public health burden, affecting the life quality of older adults. Depressive symptoms (depression hereafter) and sleep quality are associated with frailty, but the pathways in which sleep quality and depression affect frailty remain unclear.</p>
</sec>
<sec id="sec2">
<title>Method</title>
<p>This cross-sectional study included 1866 community-dwelling older adults. Demographic characteristics and health-related data of them was collected, and we also assessed frailty, depression, and sleep quality. Descriptive statistics were carried out and ordinal logistic regression analysis was used to identify the factors correlated with frailty. Spearman correlation analysis and mediation analysis were employed to assess associations between sleep quality, depression and frailty. Two-sided <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 was considered as significant.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>The results showed that 4.1% older adults were frail and 31.0% were pre-frail. Ordinal logistic regression showed that age, consumptions of vegetables, exercise, sleep quality, depression, number of chronic diseases, chronic pain, and self-rated health were correlated with frailty. Spearman correlation analysis revealed that frailty was associated with depression and sleep quality. There was a mediation effect that sleep quality was a significant and positive predictor of frailty (total effect&#x2009;=&#x2009;0.0545, 95% boot CI&#x2009;=&#x2009;0.0449&#x2013;0.0641), and depression was a mediator between sleep quality and frailty (mediation effect&#x2009;=&#x2009;60.4%).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Depression and poor sleep quality may be early indicators of frailty in older adults. Improving the sleep quality and psychological state of older adults can improve frailty, which is beneficial for healthy aging.</p>
</sec>
</abstract>
<kwd-group>
<kwd>frailty</kwd>
<kwd>depression</kwd>
<kwd>sleep quality</kwd>
<kwd>older adults</kwd>
<kwd>community</kwd>
<kwd>mediation effect</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="75"/>
<page-count count="11"/>
<word-count count="8359"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Aging and Public Health</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Population aging is an increasing global social concern (<xref ref-type="bibr" rid="ref1">1</xref>). The proportion of the population over 65&#x2009;years old is expected to rise from 10% in 2022 to 16% by 2050 (<xref ref-type="bibr" rid="ref2">2</xref>). Physical function varies among older adults, with some older adults being dependent and limited by disease or disability (<xref ref-type="bibr" rid="ref3">3</xref>). Severe functional impairments can lower life quality in older adults, and occupy medical financed or community care systems (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref5">5</xref>). Therefore, while prolonging remaining years of life of older adults, more attention should be paid to extending healthy life expectancy (<xref ref-type="bibr" rid="ref6">6</xref>).</p>
<p>Frailty of older adults is a new frontier in medicine, often seen as a precursor to age-related diseases (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>). It describes a clinical state of decompensation in the presence of stressors, as a result of the unstable homeostasis of body composition and physiological systems due to multisystem changes (<xref ref-type="bibr" rid="ref9">9</xref>). This implies that minor stressor events could also lead to major changes in the health status of the older adults with frailty (<xref ref-type="bibr" rid="ref10">10</xref>). Frailty is considered as a biological syndrome, and includes five physical components, which are fatigue, resistance, ambulation, illness, and loss of weight. Frailty is considered when three or more of these components are present. Pre-frailty is the classification given when one or two of the components, and robust is given to an individual who has no frailty component (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>). A previous study in Chinese older adults found that 27.5% were frail, and 51.3% were pre-frail (<xref ref-type="bibr" rid="ref12">12</xref>). Besides, frailty is a dynamic process, which means that pre-frail older adults may progress to a robust or frail state, but more commonly, the transition tends to be in a worse direction (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref13">13</xref>). A 10-year prospective cohort study proved that frailty was the principal cause of death (<xref ref-type="bibr" rid="ref14">14</xref>). Additionally, a meta-analysis indicated that reducing frailty could effectively improve life quality in older adults (<xref ref-type="bibr" rid="ref15">15</xref>). Hence, it is vital to identify the high-risk population with frailty and provide early intervention to them.</p>
<p>According to current research, psychological problems and sleep problems in older adults were related to frailty (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Depression is widely prevalent among older adults, and its presentation and outcomes differ from those of young people. A study reported that 40.4% of older adults with depression also had frailty, and the odds of experiencing frailty increased compared with those who did not have depression (<xref ref-type="bibr" rid="ref18">18</xref>). Sleep disturbances and fatigue are widespread in older adults (<xref ref-type="bibr" rid="ref19">19</xref>). As people grow older, sleep patterns tend to change gradually, which may affect their ability to fall asleep and stay asleep (<xref ref-type="bibr" rid="ref20">20</xref>). A prospective study discovered that keeping healthy sleep patterns contributed to a lower risk of being frail and pre-frail, and sleep difficulties were associated with frailty (<xref ref-type="bibr" rid="ref21">21</xref>). However, some studies demonstrated a potential bidirectional association between depression and sleep quality, in which sleep disturbances might exacerbate depression, and older adults with depression often experienced poor sleep quality (<xref ref-type="bibr" rid="ref22">22</xref>&#x2013;<xref ref-type="bibr" rid="ref24">24</xref>). Furthermore, depression and sleep disturbances usually exist as comorbidities (<xref ref-type="bibr" rid="ref25">25</xref>). Sleep disturbance is a core symptom of depression, and more than 90% of patients with depression have sleep disturbances (<xref ref-type="bibr" rid="ref26">26</xref>).</p>
<p>Given the aforementioned, frailty had a major impact on older adults, but unlike certain irreversible physical disabilities, it could be prevented and reversed. Psychological and sleep problems were closely associated with frailty. Addressing the psychological and sleep issues of older adults provides a solution to dealing with frailty. However, few studies have investigated the paths in which sleep and depression affect frailty (<xref ref-type="bibr" rid="ref27">27</xref>). Hence, the objectives of this study were to explore the mediating effect of depression and sleep quality on frailty, and analyzing the factors that increase the risk of frailty in older adults.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Data</title>
<p>Data were collected from 10 communities in Changchun, Jilin Province, China between July 2022 and September 2022. The participants were included if they were older adults aged 65 or older, were willing to participate, lived in the community for at least 6&#x2009;months, had clear consciousness, and communicated normally. We excluded those with severe cognitive dysfunction or physical illness, and questionnaires that did not pass consistent quality control measures. All participants or their respondents provided informed consent. The study finally included 1866 participants after excluding 152 invalid questionnaires. Considering the simultaneity of the implementation of the study with the COVID-19 pandemic, both investigators and participants were with necessary precaution to avoid the risk of contagion. Moreover, at the time of the investigation, the region was not experiencing a pandemic outbreak, and the permanent residents had largely returned to their normal routines. Therefore, face-to-face interviews could be carried out normally. During face-to-face interviews with, investigators who received standardized training completed the questionnaires based on the answers provided by the older adults at community health service centers (CHSC). The gathered data was entered into digital survey forms. Before conducting formal investigations, preliminary investigations were carried out to ensure the feasibility and appropriateness of the projects. Participants completed the informed consent, and were informed that there were no unknown risks present throughout the study to promote cooperation. The filling process of the questionnaires was conducted objectively.</p>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Basic characteristics</title>
<p>Sociodemographic and health-related data were obtained using a structured questionnaire: (i) age, gender, nation, education, marital status, live alone, and monthly income; (ii) smoking, drinking, vegetables, fruits, and exercise; (iii) number of chronic diseases, chronic pain, and self-rated health. Smoking and drinking were determined by cigarette consumption and drinking frequency, respectively. Based on the Dietary Guidelines for Chinese Residents (<xref ref-type="bibr" rid="ref28">28</xref>) and recommendations of the EAT-Lancet Commission (<xref ref-type="bibr" rid="ref29">29</xref>), consumptions of vegetables were divided into the following groups based on weight of uncooked edible portions per day: 0&#x2013;200&#x2009;g, 201&#x2013;300&#x2009;g, 301&#x2013;500&#x2009;g, and more than 500&#x2009;g. Similarly, consumptions of fruits were categorized into the following groups by edible portion: 0&#x2013;100&#x2009;g, 101&#x2013;200&#x2009;g, 201&#x2013;350&#x2009;g, and more than 350&#x2009;g (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>). Exercise was defined as physical activities, such as dancing or exercises, which could cause a faster heartbeat or mild sweating. Chronic diseases referred to diseases previously diagnosed by hospitals. Chronic pain was considered as self-perceived chronic pain with a frequency of at least 3&#x2013;4 times a week, and self-rated health was classified as good, moderate, or bad.</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Questionnaires</title>
<p>Frailty was assessed using the Fatigue, Resistance, Ambulation, Illness and Loss of Weight Index (FRAIL), which was developed in 2008 by the International Association of Nutrition and Aging (<xref ref-type="bibr" rid="ref30">30</xref>), and modified by Morley et al. (<xref ref-type="bibr" rid="ref11">11</xref>). Compared with other short screening tools, FRAIL had good performance in frailty (<xref ref-type="bibr" rid="ref31">31</xref>). The scale contained 5 items: (i) fatigue: feeling tired most of the time in the past month; (ii) resistance: feeling difficult to climb 10 steps by yourself and not using aids; (iii) ambulation: unable to walk continuously for 100 meters independently; (iv) illness: more than 5 illnesses; (v) loss of weight: weight loss of unknown reason more than 5% within 1 year. Each item was answered using a dichotomous &#x201C;yes&#x201D; or &#x201C;no&#x201D; response, and 1 point was given if the answer was &#x201C;yes.&#x201D; The total score ranged from 0 to 5, with 0 as not-frail, 1&#x2013;2 points as pre-frail, and &#x2265;3 points as frail. The Cronbach&#x2019;s alpha was 0.716 in this study.</p>
<p>The Pittsburgh Sleep Quality Index (PSQI) was used to measure sleep quality which was designed by Buysse et al. (<xref ref-type="bibr" rid="ref32">32</xref>). The scale included a total of 24 items, with 19 self-rated questions used for scoring. The PSQI was divided into 7 component scores, including sleep latency, sleep duration, sleep disturbances, subjective sleep quality, use of sleeping medications, habitual sleep efficiency, and daytime dysfunction. The score of each component was 0&#x2013;3 points, and the total score of PSQI was the sum of the above 7 component scores, resulting in a range of 0&#x2013;21 points. Participants were considered as poor sleep quality when the total score of PSQI was above 5. A higher score indicates worse sleep quality. The Cronbach&#x2019;s alpha was 0.715 in this study.</p>
<p>The Patient Health Questionnaire-9 (PHQ-9), a concise and valid tool to identify the severity of depressive symptoms, was developed by Columbia University in the United States, and has been widely used for depression screening (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref34">34</xref>). The scale consisted of 9 items, with each item scoring from 0 (not at all) to 3 (nearly every day). The total scores ranged from 0 to 27, which was divided into normal (0&#x2013;4), mild depression (5&#x2013;9), moderate depression (10&#x2013;14), moderate severe depression (15&#x2013;19), and severe depression (20&#x2013;27). The PHQ-9 was found to have excellent internal reliability (<xref ref-type="bibr" rid="ref35">35</xref>), with a Cronbach&#x2019;s alpha of 0.882 in this study.</p>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Statistical analysis</title>
<p>Sociodemographic characteristics and health-related factors used in this study were all categorical variables, and descriptive statistics were utilized to summarize. Frailty was classified it into three states: robust, pre-frail, and frail, with a hierarchical relationship among them. Distributions of frailty status were compared across different groups (i.e., demographic variables) using Mann&#x2013;Whitney <italic>U</italic> test or Kruskal&#x2013;Wallis test as appropriate. A multivariate analysis was performed by ordinal logistic regression to evaluate the risk factors for frailty in older adults. The test of parallel lines was used to assess whether the proportional odds assumption was violated in the ordinal logistic regression model. Spearman correlation analysis was used to find whether there was a connection between sleep quality, depression, and frailty. Moreover, mediation analysis was carried out, and 95% confidence intervals (CI) were assessed using bootstrapping (5,000 bootstrapped samples). SPSS (Version 24.0) and R (version 4.2.2), and PROCESS Procedure for SPSS v3.5 were used. A significant level was set at 2-sided <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05.</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<label>3</label>
<title>Results</title>
<sec id="sec12">
<label>3.1</label>
<title>Demographic characteristics</title>
<p>The results showed that 53.1% participants were 65&#x2013;69&#x2009;years old. And the participants were classified into three frailty status, non-frail (64.9%), pre-frail (31.0%), and frail (4.1%). As is shown in <xref ref-type="table" rid="tab1">Table 1</xref>, differences were significant in different age groups across three frailty status groups (<inline-formula>
<mml:math id="M1">
<mml:msup>
<mml:mi>&#x03C7;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:math>
</inline-formula>=9.480, <italic>p</italic>&#x2009;=&#x2009;0.024). Female participants had higher ratios of pre-frailty and frailty compared to male participants (<italic>Z</italic>&#x2009;=&#x2009;&#x2212;2.723, <italic>p</italic>&#x2009;=&#x2009;0.006). Among participants with a college degree and above, the prevalence of pre-frailty was higher, with a prevalence of 40.2%, than in other participants. However, there was no significant effect of nation, marital status, live alone, and monthly income across three frailty status groups.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Distributions of frailty status across different demographic characteristics.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variable</th>
<th rowspan="2"/>
<th align="center" valign="top" rowspan="2">Overall<break/><italic>n</italic> (%)</th>
<th align="center" valign="top" colspan="3">Frailty status</th>
<th align="center" valign="top" rowspan="2"><italic>Z/</italic>&#x03C7;<sup>2</sup></th>
<th align="center" valign="top" rowspan="2"><italic>p</italic></th>
</tr>
<tr>
<th align="center" valign="top">Non-frail<break/><italic>n</italic> (%)</th>
<th align="center" valign="top">Pre-frail<break/><italic>n</italic> (%)</th>
<th align="center" valign="top">Frail<break/><italic>n</italic> (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Overall</td>
<td align="left" valign="top">&#x2013;</td>
<td align="center" valign="middle">1866 (100.0)</td>
<td align="center" valign="middle">1,211 (64.9)</td>
<td align="center" valign="middle">578 (31.0)</td>
<td align="center" valign="middle">77 (4.1)</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
</tr>
<tr>
<td align="left" valign="top">Age, years</td>
<td align="left" valign="top">65&#x2013;69</td>
<td align="center" valign="middle">990 (53.1)</td>
<td align="center" valign="middle">656 (66.3)</td>
<td align="center" valign="middle">295 (29.8)</td>
<td align="center" valign="middle">39 (3.9)</td>
<td align="center" valign="middle">9.480</td>
<td align="center" valign="middle">0.024</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">70&#x2013;74</td>
<td align="center" valign="middle">421 (22.6)</td>
<td align="center" valign="middle">285 (67.7)</td>
<td align="center" valign="middle">121 (28.7)</td>
<td align="center" valign="middle">15 (3.6)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">75&#x2013;79</td>
<td align="center" valign="middle">197 (10.6)</td>
<td align="center" valign="middle">122 (61.9)</td>
<td align="center" valign="middle">65 (33.0)</td>
<td align="center" valign="middle">10 (5.1)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">&#x2265;80</td>
<td align="center" valign="middle">258 (13.8)</td>
<td align="center" valign="middle">148 (57.4)</td>
<td align="center" valign="middle">97 (37.6)</td>
<td align="center" valign="middle">13 (5.0)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Gender</td>
<td align="left" valign="top">Man</td>
<td align="center" valign="middle">619 (33.2)</td>
<td align="center" valign="middle">429 (69.3)</td>
<td align="center" valign="middle">166 (26.8)</td>
<td align="center" valign="middle">24 (3.9)</td>
<td align="center" valign="middle">&#x2212;2.723</td>
<td align="center" valign="middle">0.006</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Woman</td>
<td align="center" valign="middle">1,247 (66.8)</td>
<td align="center" valign="middle">782 (62.7)</td>
<td align="center" valign="middle">412 (33.0)</td>
<td align="center" valign="middle">53 (4.3)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Nation</td>
<td align="left" valign="top">Han</td>
<td align="center" valign="middle">1779 (95.3)</td>
<td align="center" valign="middle">1,150 (64.6)</td>
<td align="center" valign="middle">555 (31.2)</td>
<td align="center" valign="middle">74 (4.2)</td>
<td align="center" valign="middle">&#x2212;1.038</td>
<td align="center" valign="middle">0.299</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Others</td>
<td align="center" valign="middle">87 (4.7)</td>
<td align="center" valign="middle">61 (70.1)</td>
<td align="center" valign="middle">23 (26.4)</td>
<td align="center" valign="middle">3 (3.4)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Education</td>
<td align="left" valign="top">Primary school and below</td>
<td align="center" valign="middle">377 (20.2)</td>
<td align="center" valign="middle">239 (63.4)</td>
<td align="center" valign="middle">118 (31.3)</td>
<td align="center" valign="middle">20 (5.3)</td>
<td align="center" valign="middle">14.098</td>
<td align="center" valign="middle">0.003</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Junior middle school</td>
<td align="center" valign="middle">758 (40.6)</td>
<td align="center" valign="middle">511 (67.4)</td>
<td align="center" valign="middle">222 (29.3)</td>
<td align="center" valign="middle">25 (3.3)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">Senior middle school/technical secondary school</td>
<td align="center" valign="middle">487 (26.1)</td>
<td align="center" valign="middle">327 (67.1)</td>
<td align="center" valign="middle">140 (28.7)</td>
<td align="center" valign="middle">20 (4.1)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">College degree and above</td>
<td align="center" valign="middle">244 (13.1)</td>
<td align="center" valign="middle">134 (54.9)</td>
<td align="center" valign="middle">98 (40.2)</td>
<td align="center" valign="middle">12 (4.9)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Marital status</td>
<td align="left" valign="top">Married</td>
<td align="center" valign="middle">1,306 (70.0)</td>
<td align="center" valign="middle">862 (66.0)</td>
<td align="center" valign="middle">386 (29.6)</td>
<td align="center" valign="middle">58 (4.4)</td>
<td align="center" valign="middle">&#x2212;1.298</td>
<td align="center" valign="middle">0.194</td>
</tr>
<tr>
<td/>
</tr>
<tr>
<td align="left" valign="top">Not married</td>
<td align="center" valign="middle">560 (30.0)</td>
<td align="center" valign="middle">349 (62.3)</td>
<td align="center" valign="middle">192 (34.3)</td>
<td align="center" valign="middle">19 (3.4)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Live alone</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="middle">356 (19.1)</td>
<td align="center" valign="middle">235 (66.0)</td>
<td align="center" valign="middle">109 (30.6)</td>
<td align="center" valign="middle">12 (3.4)</td>
<td align="center" valign="middle">&#x2212;0.580</td>
<td align="center" valign="middle">0.562</td>
</tr>
<tr>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="middle">1,510 (80.9)</td>
<td align="center" valign="middle">976 (64.6)</td>
<td align="center" valign="middle">469 (31.1)</td>
<td align="center" valign="middle">65 (4.3)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Monthly income, yuan</td>
<td align="left" valign="top">&#x003C;2000</td>
<td align="center" valign="middle">425 (22.8)</td>
<td align="center" valign="middle">271 (63.8)</td>
<td align="center" valign="middle">137 (32.2)</td>
<td align="center" valign="middle">17 (4.0)</td>
<td align="center" valign="middle">4.017</td>
<td align="center" valign="middle">0.134</td>
</tr>
<tr>
<td/>
</tr>
<tr>
<td align="left" valign="top">2000&#x2013;5,000</td>
<td align="center" valign="middle">1,261 (67.6)</td>
<td align="center" valign="middle">835 (66.2)</td>
<td align="center" valign="middle">373 (29.6)</td>
<td align="center" valign="middle">53 (4.2)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
</tr>
<tr>
<td align="left" valign="top">&#x003E;5,000</td>
<td align="center" valign="middle">180 (9.6)</td>
<td align="center" valign="middle">105 (58.3)</td>
<td align="center" valign="middle">68 (37.8)</td>
<td align="center" valign="middle">7 (3.9)</td>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec13">
<label>3.2</label>
<title>Social and health factors</title>
<p>The results showed that there were significant differences between non-frail, pre-frailty, and frailty participants in terms of their daily consumption of vegetables (<inline-formula>
<mml:math id="M2">
<mml:msup>
<mml:mi>&#x03C7;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:math>
</inline-formula> = 27.395, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) and fruits (<inline-formula>
<mml:math id="M3">
<mml:msup>
<mml:mi>&#x03C7;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:math>
</inline-formula> = 15.802, <italic>p</italic>&#x2009;=&#x2009;0.001). Prevalence of pre-frailty (29.6%) and frailty (3.6%) was lower in participants who usually exercise, compared to those who did not (<italic>Z</italic>&#x2009;=&#x2009;&#x2212;4.864, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). In addition, results indicated that depression was also a significant factor across three frailty status groups (<italic>Z</italic>&#x2009;=&#x2009;&#x2212;16.710, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). Furthermore, participants with pre-frailty and frailty tended to have poorer sleep quality (<italic>Z</italic>&#x2009;=&#x2009;&#x2212;14.868, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). The results also revealed significant differences in the number of chronic diseases (<inline-formula>
<mml:math id="M4">
<mml:msup>
<mml:mi>&#x03C7;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:math>
</inline-formula> = 218.491, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), chronic pain (<italic>Z</italic>&#x2009;=&#x2009;&#x2212;17.724, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), and self-rated health (<inline-formula>
<mml:math id="M5">
<mml:msup>
<mml:mi>&#x03C7;</mml:mi>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:math>
</inline-formula> = 266.489, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) across different status of frailty (<xref ref-type="table" rid="tab2">Table 2</xref> and <xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Distributions of frailty status across different social and health factors.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variable</th>
<th rowspan="2"/>
<th align="center" valign="top" rowspan="2">Overall<break/><italic>n</italic> (%)</th>
<th align="center" valign="top" colspan="3">Frailty status</th>
<th align="center" valign="top" rowspan="2"><italic>Z/</italic>&#x03C7;<sup>2</sup></th>
<th align="center" valign="top" rowspan="2"><italic>p</italic></th>
</tr>
<tr>
<th align="center" valign="top">Non-frail<break/><italic>n</italic> (%)</th>
<th align="center" valign="top">Pre-frail<break/><italic>n</italic> (%)</th>
<th align="center" valign="top">Frail<break/><italic>n</italic> (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Smoking</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">352 (18.9)</td>
<td align="center" valign="top">236 (67.0)</td>
<td align="center" valign="top">97 (27.6)</td>
<td align="center" valign="top">19 (5.4)</td>
<td align="center" valign="top">&#x2212;0.697</td>
<td align="center" valign="top">0.486</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">No</td>
<td align="center" valign="top">1,514 (81.1)</td>
<td align="center" valign="top">975 (64.4)</td>
<td align="center" valign="top">481 (31.8)</td>
<td align="center" valign="top">58 (3.8)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Drinking</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">268 (14.4)</td>
<td align="center" valign="top">171 (63.8)</td>
<td align="center" valign="top">89 (33.2)</td>
<td align="center" valign="top">8 (3.0)</td>
<td align="center" valign="top">&#x2212;0.237</td>
<td align="center" valign="top">0.812</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">No</td>
<td align="center" valign="top">1,598 (85.6)</td>
<td align="center" valign="top">1,040 (65.1)</td>
<td align="center" valign="top">489 (30.6)</td>
<td align="center" valign="top">69 (4.3)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Vegetables, gram</td>
<td align="left" valign="top">0&#x2013;200</td>
<td align="center" valign="top">87 (4.7)</td>
<td align="center" valign="top">37 (42.5)</td>
<td align="center" valign="top">39 (44.8)</td>
<td align="center" valign="top">11 (12.6)</td>
<td align="center" valign="top">27.395</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">201&#x2013;300</td>
<td align="center" valign="top">440 (23.6)</td>
<td align="center" valign="top">275 (62.5)</td>
<td align="center" valign="top">141 (32.0)</td>
<td align="center" valign="top">24 (5.5)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">301&#x2013;500</td>
<td align="center" valign="top">651 (34.9)</td>
<td align="center" valign="top">437 (67.1)</td>
<td align="center" valign="top">192 (29.5)</td>
<td align="center" valign="top">22 (3.4)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">&#x2265;501</td>
<td align="center" valign="top">688 (36.9)</td>
<td align="center" valign="top">462 (67.2)</td>
<td align="center" valign="top">206 (29.9)</td>
<td align="center" valign="top">20 (2.9)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Fruits, gram</td>
<td align="left" valign="top">0&#x2013;100</td>
<td align="center" valign="top">411 (22.0)</td>
<td align="center" valign="top">236 (57.4)</td>
<td align="center" valign="top">151 (36.7)</td>
<td align="center" valign="top">24 (5.8)</td>
<td align="center" valign="top">15.802</td>
<td align="center" valign="top">0.001</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">101&#x2013;200</td>
<td align="center" valign="top">541 (29.0)</td>
<td align="center" valign="top">374 (69.1)</td>
<td align="center" valign="top">150 (27.7)</td>
<td align="center" valign="top">17 (3.1)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">201&#x2013;350</td>
<td align="center" valign="top">543 (29.1)</td>
<td align="center" valign="top">355 (65.4)</td>
<td align="center" valign="top">161 (29.7)</td>
<td align="center" valign="top">27 (5.0)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">&#x2265;351</td>
<td align="center" valign="top">371 (19.9)</td>
<td align="center" valign="top">246 (66.3)</td>
<td align="center" valign="top">116 (31.3)</td>
<td align="center" valign="top">9 (2.4)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Exercise</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">1,629 (87.3)</td>
<td align="center" valign="top">1,089 (66.9)</td>
<td align="center" valign="top">482 (29.6)</td>
<td align="center" valign="top">58 (3.6)</td>
<td align="center" valign="top">&#x2212;4.864</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">No</td>
<td align="center" valign="top">237 (12.7)</td>
<td align="center" valign="top">122 (51.5)</td>
<td align="center" valign="top">96 (40.5)</td>
<td align="center" valign="top">19 (8.0)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Sleep quality</td>
<td align="left" valign="top">High</td>
<td align="center" valign="top">1,400 (75.0)</td>
<td align="center" valign="top">1,036 (74.0)</td>
<td align="center" valign="top">340 (24.3)</td>
<td align="center" valign="top">24 (1.7)</td>
<td align="center" valign="top">&#x2212;14.868</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Poor</td>
<td align="center" valign="top">466 (25.0)</td>
<td align="center" valign="top">175 (37.6)</td>
<td align="center" valign="top">238 (51.1)</td>
<td align="center" valign="top">53 (11.4)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Depression</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">255 (13.7)</td>
<td align="center" valign="top">56 (22.0)</td>
<td align="center" valign="top">147 (57.6)</td>
<td align="center" valign="top">52 (20.4)</td>
<td align="center" valign="top">&#x2212;16.710</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">No</td>
<td align="center" valign="top">1,611 (86.3)</td>
<td align="center" valign="top">1,155 (71.7)</td>
<td align="center" valign="top">431 (26.8)</td>
<td align="center" valign="top">25 (1.6)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Number of chronic diseases</td>
<td align="left" valign="top">0</td>
<td align="center" valign="top">576 (30.9)</td>
<td align="center" valign="top">473 (82.1)</td>
<td align="center" valign="top">100 (17.4)</td>
<td align="center" valign="top">3 (0.5)</td>
<td align="center" valign="top">218.491</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td/>
</tr>
<tr>
<td align="left" valign="top">1</td>
<td align="center" valign="top">455 (24.4)</td>
<td align="center" valign="top">340 (74.7)</td>
<td align="center" valign="top">113 (24.8)</td>
<td align="center" valign="top">2 (0.4)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">&#x2265;2</td>
<td align="center" valign="top">835 (44.7)</td>
<td align="center" valign="top">398 (47.7)</td>
<td align="center" valign="top">365 (43.7)</td>
<td align="center" valign="top">72 (8.6)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Chronic pain</td>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">452 (24.2)</td>
<td align="center" valign="top">145 (32.1)</td>
<td align="center" valign="top">243 (53.8)</td>
<td align="center" valign="top">64 (14.2)</td>
<td align="center" valign="top">&#x2212;17.724</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">No</td>
<td align="center" valign="top">1,414 (75.8)</td>
<td align="center" valign="top">1,066 (75.4)</td>
<td align="center" valign="top">335 (23.7)</td>
<td align="center" valign="top">13 (0.9)</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Self-rated health</td>
<td align="left" valign="top">Good</td>
<td align="center" valign="top">1,091 (58.5)</td>
<td align="center" valign="top">838 (76.8)</td>
<td align="center" valign="top">246 (22.5)</td>
<td align="center" valign="top">7 (0.6)</td>
<td align="center" valign="top">266.489</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Moderate</td>
<td align="center" valign="top">645 (34.6)</td>
<td align="center" valign="top">350 (54.3)</td>
<td align="center" valign="top">261 (40.5)</td>
<td align="center" valign="top">34 (5.3)</td>
<td/>
<td/>
</tr>
<tr>
<td/>
<td align="left" valign="top">Bad</td>
<td align="center" valign="top">130 (7.0)</td>
<td align="center" valign="top">23 (17.7)</td>
<td align="center" valign="top">71 (54.6)</td>
<td align="center" valign="top">36 (27.7)</td>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The association between sleep quality, depression and frailty in four age groups. <bold>(A)</bold> Sleep quality in community-dwelling older adults. <bold>(B)</bold> Depression status in community-dwelling older adults. The older adults were divided into four age groups. Each group was divided by sleep quality in <bold>(A)</bold> and by depression status in <bold>(B)</bold>. There were significant differences in the prevalence of frailty between the sleep quality groups and the depression status groups of older adults.</p>
</caption>
<graphic xlink:href="fpubh-12-1361745-g001.tif"/>
</fig>
</sec>
<sec id="sec14">
<label>3.3</label>
<title>Ordinal logistic regression analysis</title>
<p>In the ordinal logistic regression analysis, age&#x2009;&#x2265;&#x2009;80 displayed a significant increase in the ordinal frailty status (OR&#x2009;=&#x2009;1.474, 95% CI = 1.065&#x2013;2.040). Daily consumption of vegetables more than 300&#x2009;g had positive effects on pre-frailty and frailty. Exercise was associated with decreased risks of pre-frailty and frailty (OR&#x2009;=&#x2009;0.562, 95% CI = 0.414&#x2013;0.762). Poor sleep quality (OR&#x2009;=&#x2009;1.795, 95% CI = 1.373&#x2013;2.346), and depression (OR&#x2009;=&#x2009;3.899, 95% CI = 2.783&#x2013;5.464) were found to be associated with increased risks. Significant associations between number of chronic diseases, chronic pain, self-rated health and frailty status were also found, indicating that number of chronic diseases (&#x2265;2) (OR&#x2009;=&#x2009;2.248, 95% CI = 1.659&#x2013;3.047), participants experiencing chronic pain (OR&#x2009;=&#x2009;3.322, 95% CI = 2.557&#x2013;4.315), and a moderate (OR&#x2009;=&#x2009;1.397, 95% CI = 1.084&#x2013;1.801) or bad health state (OR&#x2009;=&#x2009;5.795, 95% CI = 3.734&#x2013;8.995) had negative effects on frailty status. However, no statistically significant differences were found in gender, education, and fruits in the ordinal frailty status. The results of test of parallel lines showed that the model followed the proportional odds assumption (<italic>p</italic>&#x2009;=&#x2009;0.200) (<xref ref-type="table" rid="tab3">Table 3</xref> and <xref rid="SM1" ref-type="supplementary-material">Supplementary Figure S1</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Model of factors associated frailty.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top"><italic>&#x03B2;</italic></th>
<th align="center" valign="top"><italic>SE</italic></th>
<th align="center" valign="top">Wald&#x03C7;<sup>2</sup></th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top">OR (95%CI)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Age, years</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">65&#x2013;69</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">70&#x2013;74</td>
<td align="center" valign="middle">&#x2212;0.366</td>
<td align="center" valign="middle">0.147</td>
<td align="center" valign="middle">6.228</td>
<td align="center" valign="middle">0.013</td>
<td align="center" valign="middle">0.694 (0.520&#x2013;0.924)</td>
</tr>
<tr>
<td align="left" valign="middle">75&#x2013;79</td>
<td align="center" valign="middle">0.076</td>
<td align="center" valign="middle">0.183</td>
<td align="center" valign="middle">0.172</td>
<td align="center" valign="middle">0.678</td>
<td align="center" valign="middle">1.079 (0.754&#x2013;1.543)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x2265;80</td>
<td align="center" valign="middle">0.388</td>
<td align="center" valign="middle">0.166</td>
<td align="center" valign="middle">5.462</td>
<td align="center" valign="middle">0.019</td>
<td align="center" valign="middle">1.474 (1.065&#x2013;2.040)</td>
</tr>
<tr>
<td align="left" valign="middle">Gender</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Man</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">Woman</td>
<td align="center" valign="middle">&#x2212;0.021</td>
<td align="center" valign="middle">0.123</td>
<td align="center" valign="middle">0.029</td>
<td align="center" valign="middle">0.865</td>
<td align="center" valign="middle">0.979 (0.770&#x2013;1.246)</td>
</tr>
<tr>
<td align="left" valign="middle">Education</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Primary school and below</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">Junior middle school</td>
<td align="center" valign="middle">&#x2212;0.074</td>
<td align="center" valign="middle">0.156</td>
<td align="center" valign="middle">0.228</td>
<td align="center" valign="middle">0.633</td>
<td align="center" valign="middle">0.928 (0.684&#x2013;1.259)</td>
</tr>
<tr>
<td align="left" valign="middle">Senior middle school/ technical secondary school</td>
<td align="center" valign="middle">&#x2212;0.203</td>
<td align="center" valign="middle">0.171</td>
<td align="center" valign="middle">1.411</td>
<td align="center" valign="middle">0.235</td>
<td align="center" valign="middle">0.816 (0.584&#x2013;1.141)</td>
</tr>
<tr>
<td align="left" valign="middle">College degree and above</td>
<td align="center" valign="middle">0.044</td>
<td align="center" valign="middle">0.194</td>
<td align="center" valign="middle">0.052</td>
<td align="center" valign="middle">0.819</td>
<td align="center" valign="middle">1.045 (0.715&#x2013;1.529)</td>
</tr>
<tr>
<td align="left" valign="middle">Vegetables, gram</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">0&#x2013;200</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">201&#x2013;300</td>
<td align="center" valign="middle">&#x2212;0.501</td>
<td align="center" valign="middle">0.264</td>
<td align="center" valign="middle">3.608</td>
<td align="center" valign="middle">0.058</td>
<td align="center" valign="middle">0.606 (0.361&#x2013;1.016)</td>
</tr>
<tr>
<td align="left" valign="middle">301&#x2013;500</td>
<td align="center" valign="middle">&#x2212;0.581</td>
<td align="center" valign="middle">0.261</td>
<td align="center" valign="middle">4.962</td>
<td align="center" valign="middle">0.026</td>
<td align="center" valign="middle">0.559 (0.335&#x2013;0.933)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x2265;501</td>
<td align="center" valign="middle">&#x2212;0.694</td>
<td align="center" valign="middle">0.264</td>
<td align="center" valign="middle">6.915</td>
<td align="center" valign="middle">0.009</td>
<td align="center" valign="middle">0.499 (0.298&#x2013;0.838)</td>
</tr>
<tr>
<td align="left" valign="middle">Fruits, gram</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">0&#x2013;100</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">101&#x2013;200</td>
<td align="center" valign="middle">&#x2212;0.230</td>
<td align="center" valign="middle">0.160</td>
<td align="center" valign="middle">2.082</td>
<td align="center" valign="middle">0.149</td>
<td align="center" valign="middle">0.794 (0.581&#x2013;1.086)</td>
</tr>
<tr>
<td align="left" valign="middle">201&#x2013;350</td>
<td align="center" valign="middle">0.074</td>
<td align="center" valign="middle">0.159</td>
<td align="center" valign="middle">0.214</td>
<td align="center" valign="middle">0.644</td>
<td align="center" valign="middle">1.076 (0.788&#x2013;1.471)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x2265;351</td>
<td align="center" valign="middle">0.149</td>
<td align="center" valign="middle">0.182</td>
<td align="center" valign="middle">0.674</td>
<td align="center" valign="middle">0.412</td>
<td align="center" valign="middle">1.161 (0.813&#x2013;1.657)</td>
</tr>
<tr>
<td align="left" valign="middle">Exercise</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">&#x2212;0.576</td>
<td align="center" valign="middle">0.156</td>
<td align="center" valign="middle">13.718</td>
<td align="center" valign="middle"><italic>&#x003C;</italic>0.001</td>
<td align="center" valign="middle">0.562 (0.414&#x2013;0.762)</td>
</tr>
<tr>
<td align="left" valign="middle">Sleep quality</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">High</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">Poor</td>
<td align="center" valign="middle">0.585</td>
<td align="center" valign="middle">0.137</td>
<td align="center" valign="middle">18.288</td>
<td align="center" valign="middle"><italic>&#x003C;</italic>0.001</td>
<td align="center" valign="middle">1.795 (1.373&#x2013;2.346)</td>
</tr>
<tr>
<td align="left" valign="middle">Depression</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">1.361</td>
<td align="center" valign="middle">0.172</td>
<td align="center" valign="middle">62.490</td>
<td align="center" valign="middle"><italic>&#x003C;</italic>0.001</td>
<td align="center" valign="middle">3.899 (2.783&#x2013;5.464)</td>
</tr>
<tr>
<td align="left" valign="middle">Number of chronic diseases</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">0</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">1</td>
<td align="center" valign="middle">0.178</td>
<td align="center" valign="middle">0.167</td>
<td align="center" valign="middle">1.133</td>
<td align="center" valign="middle">0.287</td>
<td align="center" valign="middle">1.194 (0.861&#x2013;1.657)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x2265;2</td>
<td align="center" valign="middle">0.810</td>
<td align="center" valign="middle">0.155</td>
<td align="center" valign="middle">27.299</td>
<td align="center" valign="middle"><italic>&#x003C;</italic>0.001</td>
<td align="center" valign="middle">2.248 (1.659&#x2013;3.047)</td>
</tr>
<tr>
<td align="left" valign="middle">Chronic pain</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">No</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">Yes</td>
<td align="center" valign="middle">1.201</td>
<td align="center" valign="middle">0.134</td>
<td align="center" valign="middle">80.919</td>
<td align="center" valign="middle"><italic>&#x003C;</italic>0.001</td>
<td align="center" valign="middle">3.322 (2.557&#x2013;4.315)</td>
</tr>
<tr>
<td align="left" valign="middle">Self-rated health</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Good</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">&#x2013;</td>
<td align="center" valign="middle">1.000</td>
</tr>
<tr>
<td align="left" valign="middle">Moderate</td>
<td align="center" valign="middle">0.335</td>
<td align="center" valign="middle">0.129</td>
<td align="center" valign="middle">6.692</td>
<td align="center" valign="top">0.010</td>
<td align="center" valign="top">1.397 (1.084&#x2013;1.801)</td>
</tr>
<tr>
<td align="left" valign="top">Bad</td>
<td align="center" valign="top">1.757</td>
<td align="center" valign="top">0.224</td>
<td align="center" valign="top">61.370</td>
<td align="center" valign="top"><italic>&#x003C;</italic>0.001</td>
<td align="center" valign="top">5.795 (3.734&#x2013;8.995)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>OR, odds ratio; CI, confidence intervals.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec15">
<label>3.4</label>
<title>Spearman correlation analysis and mediation effect</title>
<p>Spearman correlation analysis revealed that participants with depression had worse sleep quality (<italic>r</italic>&#x2009;=&#x2009;0.602, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) and higher frailty (<italic>r</italic>&#x2009;=&#x2009;0.492, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001). In addition, there was a correlation between poor sleep quality and frailty (<italic>r</italic>&#x2009;=&#x2009;0.403, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), presented in <xref ref-type="table" rid="tab4">Table 4</xref>. In this study, age, vegetables, exercise, number of chronic diseases, chronic pain, and self-rated health were associated with frailty through ordinal logistic regression, which we deemed as covariates. And according to previous research (<xref ref-type="bibr" rid="ref36">36</xref>), we also included gender as a covariate. After controlling for covariates, results of mediation analysis revealed that poor sleep quality was a significant positive predictor of frailty (total effect&#x2009;=&#x2009;0.0545, 95% boot CI&#x2009;=&#x2009;0.0449&#x2013;0.0641). The indirect effect of poor sleep quality on frailty mediated by depression was found (indirect effect&#x2009;=&#x2009;0.0329, 95% boot CI&#x2009;=&#x2009;0.0246&#x2013;0.0416), and the indirect effect accounted for 60.4% of the total effect of poor sleep quality on frailty. Considering the bidirectional effect of depression and sleep quality, the study also selected sleep quality as a mediator variable. The direct effect of depression on frailty was 0.0721 (95% boot CI&#x2009;=&#x2009;0.0614&#x2013;0.0829), which accounted for 87.3% of the total effect of depression on frailty (total effect&#x2009;=&#x2009;0.0826, 95% boot CI&#x2009;=&#x2009;0.0731&#x2013;0.0922) (<xref rid="SM1" ref-type="supplementary-material">Supplementary Table S1</xref> and <xref ref-type="fig" rid="fig2">Figure 2</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Spearman correlation coefficients between depression, sleep quality and frailty.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top">Depression</th>
<th align="center" valign="top">Sleep quality</th>
<th align="center" valign="top">Frailty</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Depression</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Sleep quality</td>
<td align="center" valign="middle">0.602<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Frailty</td>
<td align="center" valign="middle">0.492<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.403<sup>&#x002A;&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>&#x002A;&#x002A;&#x002A;</sup><italic>p</italic>&#x2009;&#x003C;&#x2009;0.001.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>The mediation model of sleep quality and depression to frailty. <sup>&#x002A;&#x002A;&#x002A;</sup><italic>p</italic>&#x2009;&#x003C;&#x2009;0.001. Results of mediation analysis showed that there was a mediation effect that sleep quality was a significant and positive predictor of frailty (direct effect&#x2009;=&#x2009;0.0216), with depression being a mediator between sleep quality and frailty. And considering the bidirectional effect of depression and sleep quality, we also examined the mediation effect between depression and frailty (direct effect&#x2009;=&#x2009;0.0721), with sleep quality as a mediator.</p>
</caption>
<graphic xlink:href="fpubh-12-1361745-g002.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec16">
<label>4</label>
<title>Discussion</title>
<p>The study found that depression mediated the effect of sleep quality on frailty, and sleep quality also mediated the effect of depression on frailty. The latter had a weaker effect than the former. The results indicated that roughly 35% of community-dwelling older adults were either frail or pre-frail. Demographic characteristics and health-related factors were associated with pre-frailty and frailty in older adults.</p>
<p>Results showed that 4.1% of participants in Chinese community-dwelling older adults were frail, and 31.0% were pre-frail, which was similar to Li&#x2019;s study (<xref ref-type="bibr" rid="ref37">37</xref>), but lower than the findings reported in other previous studies (<xref ref-type="bibr" rid="ref38">38</xref>&#x2013;<xref ref-type="bibr" rid="ref40">40</xref>). Differences in the tools used for assessing frailty may explain this variation (<xref ref-type="bibr" rid="ref31">31</xref>). The prevalence of frailty in older adults also differed across various regions and cultures (<xref ref-type="bibr" rid="ref36">36</xref>, <xref ref-type="bibr" rid="ref41">41</xref>). Moreover, the analyzed participants may differ in age and other factors from previous studies. In this study, age, vegetables, exercise, sleep quality, depression, number of chronic diseases, chronic pain, and self-rated health had associations with frailty, which had also been supported by previous studies (<xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref43">43</xref>). Although, some studies had suggested a connection between gender and frailty (<xref ref-type="bibr" rid="ref44">44</xref>, <xref ref-type="bibr" rid="ref45">45</xref>), this study did not support this finding. In addition, after adjusting for covariates, education level was no longer significantly associated with frailty in older adults. The effect of education level as a social factor on frailty varies among individuals. Contrary to some previous studies, daily consumption of fruits did not have significant associations with frailty in this study (<xref ref-type="bibr" rid="ref44">44</xref>, <xref ref-type="bibr" rid="ref46">46</xref>). Several studies have shown that poor nutrition has been identified as a risk factor for frailty (<xref ref-type="bibr" rid="ref47">47</xref>, <xref ref-type="bibr" rid="ref48">48</xref>). However, nutrition may not be entirely equivalent to the consumption of fruits and vegetables, and older adults may consume dairy products and nutraceuticals in addition to meals to supplement their nutritional needs. Additionally, dietary intervention is usually combined with exercise training, and there is insufficient evidence to suggest that diet alone can prevent or cure frailty (<xref ref-type="bibr" rid="ref48">48</xref>).</p>
<p>Consistent with previous studies, the prevalence of pre-frailty was higher than that of frailty (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref37">37</xref>). Similar to frailty, pre-frailty is also associated with an increased risk of psychological distress, diabetes, multiple sclerosis, stroke, myocardial infarction, and other chronic diseases, and mortality (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref50">50</xref>). According to the findings, 31.0% of older adults aged &#x2265;65 in the community had pre-frailty. Given the dynamics of frailty, it is important to pay attention to the pre-frailty, as it has the potential to advance to a worse state of frailty at any given moment (<xref ref-type="bibr" rid="ref51">51</xref>, <xref ref-type="bibr" rid="ref52">52</xref>). Some studies suggested that frailty should be seen as a continuous procession, with the occurrence of frailty being associated with an increased risk of adverse outcomes, and there was a dose&#x2013;response association between frailty and adverse outcomes (<xref ref-type="bibr" rid="ref51">51</xref>, <xref ref-type="bibr" rid="ref52">52</xref>). Lifestyle or behavioral interventions, a balanced diet, regular exercise, and increased social engagement can aid in the prevention of frailty (<xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>). It is, therefore, advisable for a rapid screening test for frailty to be included in routine community screening programs, which contributes to timely management of continuous and dynamic frailty process in older adults, and provides appropriate intervention measures. This work has the potential to alleviate the economic and psychological strain of frailty on individuals, families, and caregivers, as well as reduce the burden on the national healthcare system.</p>
<p>Older adults residing in communities with poorer sleep quality were at greater risk of frailty. The prevalence of frailty in older adults with poor sleep quality was 1.795 times higher than those with good sleep quality, consistent with prior research (<xref ref-type="bibr" rid="ref17">17</xref>). Older adults with sleep disorders may experience adverse outcomes such as decreased grip strength, fatigue, and slow walking speed, which are typical symptoms of frailty (<xref ref-type="bibr" rid="ref55">55</xref>&#x2013;<xref ref-type="bibr" rid="ref57">57</xref>). Studies have shown that a correlation between prolonged or decreased sleeping hours and frailty (<xref ref-type="bibr" rid="ref17">17</xref>, <xref ref-type="bibr" rid="ref58">58</xref>). In addition to sleep duration, the components of sleep quality in PSQI, such as sleep latency, sleep disturbance, poor subjective sleep quality, sleep efficiency, and daytime dysfunction components have also been proven to be associated with frailty (<xref ref-type="bibr" rid="ref59">59</xref>). Thus, it is important for older adults experiencing a decline in sleep quality to be alert to the possibility of developing or worsening frailty.</p>
<p>Depression in older adults is also associated with frailty. Given the results of this study, 13.7% of older adults experienced depression. Older adults with depression in the community were 3.8 times more likely to suffer from frailty than those without depression, which was consistent with a previous prospective cohort study (<xref ref-type="bibr" rid="ref16">16</xref>). Studies have demonstrated that older adults with depression and frailty are more likely to develop suicidal ideation, which poses a serious threat to their safety (<xref ref-type="bibr" rid="ref60">60</xref>). Common symptoms of depression include low mood, cognitive decline, worsening physical illness, decreased positive affect or pleasure in response to social contacts and routine activities, and social isolation or withdrawal (<xref ref-type="bibr" rid="ref61">61</xref>). Such symptoms often lead to a decrease in social activity in older adults with depression and may trigger sarcopenia, thus increasing the likelihood of frailty in this population (<xref ref-type="bibr" rid="ref62">62</xref>, <xref ref-type="bibr" rid="ref63">63</xref>). Furthermore, chronic pain was identified to be correlated with of frailty. Previous studies have shown that depression may play a mediating role, and that non-frail older adults with chronic pain are more likely to experience physical frailty after a follow-up period (<xref ref-type="bibr" rid="ref64">64</xref>). Chronic pain in older adults should be effectively intervened, because it may alleviate their depression and improve their frailty. Additionally, exercise has been shown to effectively treat depression and is associated with frailty (<xref ref-type="bibr" rid="ref65">65</xref>, <xref ref-type="bibr" rid="ref66">66</xref>). However, it should be noted that exercise may pose a risk to some older adults with chronic diseases. This study indicated that frail older adults had a higher risk of multiple chronic diseases than robust older adults. Furthermore, previous research suggested that older adults with multiple chronic diseases had an increased risk of depression (<xref ref-type="bibr" rid="ref67">67</xref>).</p>
<p>We proposed that depression and poor sleep quality were potential early indicators of frailty. Building on the known findings that both sleep quality and depression were independently associated with frailty, we also considered the bidirectional association between depression and sleep quality. The existence of this bidirectional association may be explained by shared risk factors and pathophysiological mechanisms. Inflammation and hypothalamic&#x2013;pituitary&#x2013;adrenal axis (HPA) dysregulation have been proven as causative mechanisms of depression among older adults, and are closely associated with sleep disorders (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref68">68</xref>, <xref ref-type="bibr" rid="ref69">69</xref>). Neuroendocrine dysregulation is associated with abnormal levels of insulin-like growth factor 1, testosterone, and cortisol, which is also a frequent underlying mechanism of frailty (<xref ref-type="bibr" rid="ref70">70</xref>). Meanwhile, there is a positive association between frailty and levels of inflammatory cytokines, which are associated with depression and sleep quality, including interleukin 6 (IL-6) (<xref ref-type="bibr" rid="ref71">71</xref>).</p>
<p>The mediation analysis revealed that depression had a mediating effect on the relationship between sleep quality and frailty, indicating that sleep quality impacted frailty not only directly, but also indirectly through depression. This finding was consistent with previous studies in Chinese community-dwelling older adults (<xref ref-type="bibr" rid="ref27">27</xref>). Depression was found to play an important mediating role between sleep quality and frailty, with a mediation proportion of up to 60.4%. Sleep quality also mediated the association between depression and frailty in this study, with a mediation effect of 12.7%. Therefore, providing comprehensive care to prevent and improve frailty in older adults should not only focus on the physical aspects, but also on the psychological and lifestyle perspectives. Moreover, it is vital to take appropriate preventive measures for biological, psychological, and social factors that lead to frailty in order to enhance social functioning and life quality among the older adults (<xref ref-type="bibr" rid="ref8">8</xref>). Healthy aging necessitates a collaborative effort from healthcare system, in addition to self-care of older adults and support from their families. We recommend early screening and intervention to identify potential frailty targets in order to promote healthy lifestyles and positive attitudes among older adults. This can help delay the onset of frailty or reverse its development in the older adults who have already experienced it. Ultimately, this research will lead to increased wellbeing among the older adults with frailty.</p>
<p>However, there are some limitations to this study. First, depression was assessed using a self-rating scale PHQ-9, and items of other scales were also mostly reported by the respondents. Although the use of self-report measure is common in epidemiological studies, it does increase the risk of reporting bias (<xref ref-type="bibr" rid="ref72">72</xref>). Additionally, the screening scales we used for depressive symptoms and sleep disturbances cannot replace the diagnoses made by an experienced clinician. Diagnosing diseases requires a hospital visit or the utilization of specialized tools. Second, the PSQI is incapable of distinguishing between temporary and persistent sleep disturbances (<xref ref-type="bibr" rid="ref73">73</xref>), necessitating the regular reassessment of sleep quality in older adults to grasp the changes and provide timely intervention measures. Third, frailty is a multidimensional indicator, including physical factors, psychological factors, and social factors (<xref ref-type="bibr" rid="ref74">74</xref>). However, this study focused on physical frailty, lacking of the measurement of other dimensions. Fourth, it should be noted that causal associations cannot be inferred from the cross-sectional data used in this study (<xref ref-type="bibr" rid="ref75">75</xref>). This study considered a bidirectional association between depression and sleep quality, but it cannot be ruled out that there may also be a bidirectional association between depression and frailty, as well as between sleep and frailty. The findings indicated that enhancing the psychological state and sleep quality of older adults might be a feasible strategy for improving frailty. Further studies are required to verify if there are any other associations between depression, sleep quality and frailty. In addition, the proportion of female participants in this study outweighed that of male ones, with females accounting for 65%. Nevertheless, the findings did not find any statistically significant differences in frailty among community older adults based on gender, and we also included it as a covariate for adjustment conducting mediation analysis. Last, this study mainly focused on the older adults who lived in the community, and, therefore, it would be inappropriate to extrapolate the findings to all older adults. In the actual process of the survey, some older adults with severe frailty might not be able to participate since it was not easy for them to get out of the house. Consequently, the obtained prevalence rate of frailty in the older adults may be lower than the actual prevalence rate.</p>
</sec>
<sec sec-type="conclusions" id="sec17">
<label>5</label>
<title>Conclusion</title>
<p>In conclusion, the prevalence of frailty and pre frailty was as high as 35.1%. Age, consumptions of vegetables, exercise, sleep quality, depression, number of chronic diseases, chronic pain, and self-rated health were correlated with frailty. And this study revealed the bidirectional effect of depression and sleep quality, as well as the pathways contributing to frailty. Therefore, it is important to pay attention to frailty, depression, and sleep status of older adults. Timely intervention should be provided to those who suffered from frailty and pre frailty to improve their quality of life and reduce the burden on the medical system.</p>
</sec>
<sec sec-type="data-availability" id="sec18">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec19">
<title>Ethics statement</title>
<p>The studies involving humans were approved by ethics committee of School of Public Health, Fudan University (IRB00002408 and FWA00002399), and all participants or their respondents provided informed consent. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec20">
<title>Author contributions</title>
<p>YZ: Conceptualization, Formal analysis, Methodology, Writing &#x2013; original draft. GY: Formal analysis, Investigation, Writing &#x2013; original draft. WB: Writing &#x2013; review &#x0026; editing. SW: Data curation, Investigation, Writing &#x2013; original draft. XG: Data curation, Investigation, Writing &#x2013; original draft. WZ: Data curation, Investigation, Writing &#x2013; original draft. YL: Data curation, Investigation, Writing &#x2013; original draft. YM: Data curation, Investigation, Writing &#x2013; original draft. JG: Funding acquisition, Project administration, Writing &#x2013; review &#x0026; editing. WL: Funding acquisition, Project administration, Writing &#x2013; review &#x0026; editing. CK: Conceptualization, Methodology, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec21">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by grants from the National Key R&#x0026;D Program of China (nos. 2018YFC2002000 and 2018YFC2002001), and the Humanities and Social Sciences Research Project of the Education Department of Jilin Province (JJKH20231249SK).</p>
</sec>
<ack>
<p>We want to acknowledge Fudan University for authorization to use the data, and we would like to thank all the investigators for their contributions in the process of collecting data.</p>
</ack>
<sec sec-type="COI-statement" id="sec22">
<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="sec100" 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>
<sec sec-type="supplementary-material" id="sec23">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fpubh.2024.1361745/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fpubh.2024.1361745/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr"><p>CHSC, community health service centers; g, gram; FRAIL, Fatigue, Resistance, Ambulation, Illness and Loss of Weight Index; PHQ-9, Patient Health Questionnaire-9; PSQI, Pittsburgh Sleep Quality Index; CI, confidence intervals; OR, odds ratio</p></fn>
</fn-group>
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