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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
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<issn pub-type="epub">2296-858X</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2026.1770352</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Global prevalence of poor sleep quality in hemodialysis patients: a systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Shi</surname> <given-names>Gui-Fen</given-names></name>
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<name><surname>Zhou</surname> <given-names>Xu-Hua</given-names></name>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Chen</surname> <given-names>Lin</given-names></name>
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<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Ying-Jun</given-names></name>
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<name><surname>Yu</surname> <given-names>Wen-Wen</given-names></name>
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<name><surname>Zhang</surname> <given-names>Jiao</given-names></name>
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<name><surname>He</surname> <given-names>Li</given-names></name>
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<contrib contrib-type="author">
<name><surname>Tang</surname> <given-names>Si-Kai</given-names></name>
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<aff id="aff1"><label>1</label><institution>Department of Nephrology, Hemodialysis Center, West China Hospital, Sichuan University, Chengdu</institution>, <city>Sichuan</city>, <country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>West China School of Nursing, Sichuan University, Chengdu</institution>, <city>Sichuan</city>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Lin Chen, <email xlink:href="mailto:clhxxuetou@163.com">clhxxuetou@163.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-23">
<day>23</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>13</volume>
<elocation-id>1770352</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>12</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>26</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>02</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Shi, Zhou, Chen, Zhang, Yu, Zhang, He and Tang.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Shi, Zhou, Chen, Zhang, Yu, Zhang, He and Tang</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-23">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>Poor sleep quality is associated with various adverse outcomes among hemodialysis (HD) patients. Although poor sleep quality is a widely recognized health issue in HD patients, the reported prevalence in the current literature are remarkably inconsistent. This study aimed to determine the global prevalence of poor sleep quality in HD patients.</p>
</sec>
<sec>
<title>Methods</title>
<p>A comprehensive literature search was conducted across seven electronic databases (PubMed, Web of Science, Scopus, Embase, Cochrane Library, CINAHL, PsycINFO) from their inception to October 20, 2025. Data extraction was performed using a standardized form, and the methodological quality of included studies was evaluated with the Joanna Briggs Institute (JBI) critical appraisal checklist for prevalence studies. A random-effects model was applied to calculate the pooled prevalence of poor sleep quality, and the heterogeneity was quantified using the I<sup>2</sup> statistic. Subgroup analyses and meta-regression were conducted to explore potential sources of heterogeneity.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 69 studies involving 14,998 HD patients were included in the meta-analysis. The pooled global prevalence of poor sleep quality was 64.2% (95% CI: 60.5&#x2013;67.8%). Based on the JBI critical appraisal tool, 55 studies were rated as having a low risk of bias, while 14 were considered to have a moderate risk of bias. Subgroup analysis revealed that the pooled prevalence varied significantly by the cut-off values. Meta-regression results indicated that prevalence was not significantly associated with sample size, mean age, dialysis duration, and proportion of females.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Our findings demonstrate a high prevalence of poor sleep quality among HD patients. To mitigate the adverse effects of poor sleep quality on HD patients, healthcare providers should routinely conduct screenings and deliver evidence-based interventions.</p>
</sec>
</abstract>
<kwd-group>
<kwd>epidemiology</kwd>
<kwd>hemodialysis</kwd>
<kwd>meta-analysis</kwd>
<kwd>poor sleep quality</kwd>
<kwd>prevalence</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="79"/>
<page-count count="12"/>
<word-count count="6758"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Nephrology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>End-stage renal disease (ESRD) remains a serious global public health challenge (<xref ref-type="bibr" rid="B1">1</xref>). Patients with ESRD are dependent on renal replacement therapy to survive, of which hemodialysis (HD) is one of the most common treatments worldwide, supporting the lives of millions of individuals (<xref ref-type="bibr" rid="B2">2</xref>). As the number of ESRD patients continues to increase, the primary focus of clinical management has shifted from improving survival rates to enhancing the quality of life for long-term dialysis patients (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Sleep quality is generally defined as an individual&#x2019;s subjective satisfaction with the sleep experience, encompassing sleep initiation, sleep maintenance, sleep depth, and feeling refreshed upon waking, all of which are equally crucial for ensuring a decent quality of life in HD patients (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). Owing to the combined effects of uremic toxin-induced neurological symptoms, dialysis-related circadian rhythm disturbances, and comorbid emotional disorders, all contribute to the prevalent poor sleep quality observed in HD patients (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). It is worth noting that poor sleep quality has a considerable and ongoing effect on the overall health of HD patients (<xref ref-type="bibr" rid="B5">5</xref>). Specifically, poor sleep quality is closely associated with numerous clinical adverse outcomes such as dialysis-related fatigue, cardiovascular events, cognitive impairment, infection, and mortality among HD patients (<xref ref-type="bibr" rid="B8">8</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>). Therefore, a comprehensive understanding of the prevalence of poor sleep quality in HD patients and its associated factors is crucial for achieving better health outcomes for them.</p>
<p>An accurate estimation of the prevalence of poor sleep quality among HD patients is essential for informing the development of evidence-based prevention and treatment strategies. However, substantial heterogeneity exists in the reported prevalence of poor sleep quality among HD patients across existing studies, with estimates ranging from 31.5 to 93.8% (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>). Potential resources that contribute to this significant heterogeneity may be attributed to several factors, including different demographic characteristics of the cohorts, instruments used to assess sleep quality, cut-off values, and study designs. To date, there has been no meta-analysis on the global prevalence of poor sleep quality among HD patients. Therefore, this study aimed to determine the global prevalence and its moderating factors of poor sleep quality in HD patients.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<p>This meta-analysis adhered to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines (<xref ref-type="bibr" rid="B15">15</xref>). The protocol was registered with PROSPERO (CRD420251175694).</p>
<sec id="S2.SS1">
<label>2.1</label>
<title>Search strategy</title>
<p>A comprehensive literature search was conducted across seven electronic databases, including PubMed, Web of Science, Scopus, Embase, Cochrane Library, CINAHL, PsycINFO for articles published from inception until October 20, 2025. The search strategy incorporated MeSH and key terms, including &#x201C;dialysis,&#x201D; &#x201C;hemodialysis,&#x201D; &#x201C;hamedialysis,&#x201D; &#x201C;sleep quality,&#x201D; &#x201C;sleeping quality,&#x201D; &#x201C;Pittsburgh sleep quality index,&#x201D; and &#x201C;PSQI.&#x201D; The search syntax for each database is detailed in <xref ref-type="supplementary-material" rid="DS1">Supplementary Table S1</xref>. Manual searches of the reference lists of included articles and relevant reviews were conducted to identify additional eligible studies.</p>
</sec>
<sec id="S2.SS2">
<label>2.2</label>
<title>Inclusion and exclusion criteria</title>
<p>The inclusion criteria were as follows: (1) participants were adult patients (aged &#x2265; 18 years) on hemodialysis; (2) a cross-sectional or cohort design was adopted (only baseline data included for longitudinal studies); (3) poor sleep quality was defined using a validated instrument such as the PSQI; (4) the prevalence of poor sleep quality was reported or calculable. The exclusion criteria were: (1) reviews, case reports, comments, editorials, or conference abstracts; (2) not published in English; (3) the cut-off values for poor sleep quality were not provided. In cases of duplicate publications, only the study with the largest sample size was retained for analysis.</p>
</sec>
<sec id="S2.SS3">
<label>2.3</label>
<title>Data extraction</title>
<p>Data extraction was performed independently by two reviewers using a pilot-tested, standardized Excel form. The following data were extracted: first author, publication year, country, study design, sample size, mean age, dialysis duration, proportion of females, assessment tool, cut-off value, and prevalence of poor sleep quality. All extractions were cross-checked to ensure accuracy, with any discrepancies resolved by consensus.</p>
</sec>
<sec id="S2.SS4">
<label>2.4</label>
<title>Risk of bias assessment</title>
<p>The risk of bias in each included study was independently evaluated by two reviewers using the Joanna Briggs Institute (JBI) critical appraisal tool for prevalence studies (<xref ref-type="bibr" rid="B16">16</xref>). This checklist includes nine domains, each scored as &#x201C;yes,&#x201D; &#x201C;no,&#x201D; or &#x201C;unclear/not applicable.&#x201D; Based on the proportion of &#x201C;yes&#x201D; responses, the overall risk for each study was then classified as low (&#x2265; 70%), moderate (50&#x2013;69%), or high (&#x2264; 49%). Any discrepancies were referred to a third reviewer and resolved by consensus discussion.</p>
</sec>
<sec id="S2.SS5">
<label>2.5</label>
<title>Data analysis</title>
<p>All analyses were conducted using Stata 15.0. The pooled prevalence of poor sleep quality among HD patients and its 95% confidence interval (CI) were derived using a random-effects model. Heterogeneity was evaluated using the I<sup>2</sup> statistic, with substantial heterogeneity defined as I<sup>2</sup> &#x2265; 50% (<xref ref-type="bibr" rid="B17">17</xref>). Potential sources of heterogeneity were explored via subgroup analyses based on study design, country income level, and the cut-off values applied. In addition, univariate meta-regression analyses were performed to identify moderators of the prevalence estimates, with sample size, mean age, dialysis duration, and proportion of females serving as covariates. Publication bias was examined visually by inspecting the funnel plot symmetry and statistically using Egger&#x2019;s test. A leave-one-out sensitivity analysis was undertaken to assess the robustness of the pooled results. <italic>P</italic> &#x003C; 0.05 was considered statistically significant (two-sided).</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="S3.SS1">
<label>3.1</label>
<title>Study selection</title>
<p>The initial search of electronic databases identified 7,731 records from databases and 7 from manual searches. After the removal of duplicates, 4,324 records were screened based on titles and abstracts. Of these, 165 full-text articles were assessed for eligibility. A total of 69 studies were ultimately incorporated into the meta-analysis. The study screening process is detailed in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Flow diagram of study selection.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-13-1770352-g001.tif">
<alt-text content-type="machine-generated">PRISMA flow diagram displays study selection: 7,731 records identified from eight databases, 7 additional records found elsewhere, 4,324 after duplicates removed, 176 screened, 4,148 excluded, 165 assessed, 96 excluded for eligibility reasons, and 69 studies included in meta-analysis.</alt-text>
</graphic>
</fig>
</sec>
<sec id="S3.SS2">
<label>3.2</label>
<title>Study characteristics</title>
<p>The detailed characteristics of the included studies are shown in <xref ref-type="table" rid="T1">Table 1</xref>. A total of 14,998 participants from 69 studies (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B18">18</xref>&#x2013;<xref ref-type="bibr" rid="B76">76</xref>) were included, with mean ages ranging from 37.10 to 65.61 years. The included studies were conducted in 19 countries, including Iran (<italic>n</italic> = 11), China (<italic>n</italic> = 10), Turkey (<italic>n</italic> = 10), Pakistan (<italic>n</italic> = 5), Saudi Arabia (<italic>n</italic> = 4), Malaysia (<italic>n</italic> = 4), Somalia (<italic>n</italic> = 3), Canada (<italic>n</italic> = 3), USA (<italic>n</italic> = 3), India (<italic>n</italic> = 3), Brazil (<italic>n</italic> = 3), Palestine (<italic>n</italic> = 2), Korea (<italic>n</italic> = 2), Oman (<italic>n</italic> = 1), Egypt (<italic>n</italic> = 1), Bosnia and Herzegovina (<italic>n</italic> = 1), Italy (<italic>n</italic> = 1), Croatia (<italic>n</italic> = 1), and Serbia (<italic>n</italic> = 1). The sample sizes for individual studies varied from 46 to 1,281. All studies utilized the PSQI to assess sleep quality, employing different cut-off values: a PSQI score &#x2265; 5 was used in 26 studies, a score &#x2265; 6 in 41 studies, and a score &#x2265; 7 in 2 studies. The prevalence of poor sleep quality reported in the included studies varied considerably, with a range of 31.5&#x2013;93.8%.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Characteristics of included studies.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left">Study</th>
<th valign="top" align="left">Country</th>
<th valign="top" align="left">Study design</th>
<th valign="top" align="left">Sample size</th>
<th valign="top" align="left">Mean age (years)</th>
<th valign="top" align="left">Dialysis duration (years)</th>
<th valign="top" align="left">Female (%)</th>
<th valign="top" align="left">Assessment tool</th>
<th valign="top" align="left">Cut-off value</th>
<th valign="top" align="left">Prevalence (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Abforoushha et al. (<xref ref-type="bibr" rid="B18">18</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">150</td>
<td valign="top" align="left">65.61 &#x00B1; 4.07</td>
<td valign="top" align="left">3.37 &#x00B1; 2.20</td>
<td valign="top" align="left">49.3</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">54.1%</td>
</tr>
<tr>
<td valign="top" align="left">Al Naamani et al. (<xref ref-type="bibr" rid="B6">6</xref>)</td>
<td valign="top" align="left">Oman</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">123</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">32.5</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">56.9%</td>
</tr>
<tr>
<td valign="top" align="left">Almutary (<xref ref-type="bibr" rid="B7">7</xref>)</td>
<td valign="top" align="left">Saudi Arabia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">116</td>
<td valign="top" align="left">50.66 &#x00B1; 12.73</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">54.3</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">56.9%</td>
</tr>
<tr>
<td valign="top" align="left">Alshammari et al. (<xref ref-type="bibr" rid="B8">8</xref>)</td>
<td valign="top" align="left">Saudi Arabia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">260</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">42.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">37.7%</td>
</tr>
<tr>
<td valign="top" align="left">Anwar and Mahmud (<xref ref-type="bibr" rid="B19">19</xref>)</td>
<td valign="top" align="left">Pakistan</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">113</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">53.1</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">72.6%</td>
</tr>
<tr>
<td valign="top" align="left">Araujo et al. (<xref ref-type="bibr" rid="B20">20</xref>)</td>
<td valign="top" align="left">Brazil</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">400</td>
<td valign="top" align="left">51.6 &#x00B1; 15.5</td>
<td valign="top" align="left">5.9 &#x00B1; 5.5</td>
<td valign="top" align="left">59.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">56.7%</td>
</tr>
<tr>
<td valign="top" align="left">Badr et al. (<xref ref-type="bibr" rid="B14">14</xref>)</td>
<td valign="top" align="left">Egypt</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">81</td>
<td valign="top" align="left">47.2 &#x00B1; 7.6</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">48.1</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">93.8%</td>
</tr>
<tr>
<td valign="top" align="left">Bastos et al. (<xref ref-type="bibr" rid="B21">21</xref>)</td>
<td valign="top" align="left">Brazil</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">100</td>
<td valign="top" align="left">46.1 &#x00B1; 15.5</td>
<td valign="top" align="left">5.00 &#x00B1; 4.58</td>
<td valign="top" align="left">41.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">75.0%</td>
</tr>
<tr>
<td valign="top" align="left">Bilgic et al. (<xref ref-type="bibr" rid="B22">22</xref>)</td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">67</td>
<td valign="top" align="left">47.7 &#x00B1; 11.4</td>
<td valign="top" align="left">8.64 &#x00B1; 4.93</td>
<td valign="top" align="left">49.3</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">44.8%</td>
</tr>
<tr>
<td valign="top" align="left">Carneiro et al. (<xref ref-type="bibr" rid="B23">23</xref>)</td>
<td valign="top" align="left">Brazil</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">48</td>
<td valign="top" align="left">48.32 &#x00B1; 12.37</td>
<td valign="top" align="left">5.12 &#x00B1; 3.82</td>
<td valign="top" align="left">45.8</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">68.8%</td>
</tr>
<tr>
<td valign="top" align="left">&#x010C;engi&#x0107; et al. (<xref ref-type="bibr" rid="B24">24</xref>)</td>
<td valign="top" align="left">Bosnia and Herzegovina</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">200</td>
<td valign="top" align="left">56.8 &#x00B1; 14.3</td>
<td valign="top" align="left">5.22 &#x00B1; 4.75</td>
<td valign="top" align="left">39.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">73.5%</td>
</tr>
<tr>
<td valign="top" align="left">Choudhary et al. (<xref ref-type="bibr" rid="B25">25</xref>)</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">66</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">40.9</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">74.2%</td>
</tr>
<tr>
<td valign="top" align="left">Daraghmeh et al. (<xref ref-type="bibr" rid="B26">26</xref>)</td>
<td valign="top" align="left">Palestine</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">250</td>
<td valign="top" align="left">54.9 &#x00B1; 15.08</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">37.2</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">66.4%</td>
</tr>
<tr>
<td valign="top" align="left">Davison et al. (<xref ref-type="bibr" rid="B27">27</xref>)</td>
<td valign="top" align="left">Canada</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">205</td>
<td valign="top" align="left">60.0 &#x00B1; 15.9</td>
<td valign="top" align="left">2.77 &#x00B1; 4.12</td>
<td valign="top" align="left">42.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 7</td>
<td valign="top" align="left">61.5%</td>
</tr>
<tr>
<td valign="top" align="left">D&#x2019;Onofrio et al. (<xref ref-type="bibr" rid="B28">28</xref>)</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">103</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">37.9</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">56.3%</td>
</tr>
<tr>
<td valign="top" align="left">Erickson et al. (<xref ref-type="bibr" rid="B29">29</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">160</td>
<td valign="top" align="left">58 &#x00B1; 14</td>
<td valign="top" align="left">4.13 &#x00B1; 4.18</td>
<td valign="top" align="left">45.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">90.6%</td>
</tr>
<tr>
<td valign="top" align="left">Eslami et al. (<xref ref-type="bibr" rid="B30">30</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">190</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">39.5</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">85.8%</td>
</tr>
<tr>
<td valign="top" align="left">Firoz et al. (<xref ref-type="bibr" rid="B31">31</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">310</td>
<td valign="top" align="left">59.64 &#x00B1; 13.94</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">47.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">73.5%</td>
</tr>
<tr>
<td valign="top" align="left">Gencdal et al. (<xref ref-type="bibr" rid="B32">32</xref>)</td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">137</td>
<td valign="top" align="left">49.74 &#x00B1; 12.49</td>
<td valign="top" align="left">3.45 &#x00B1; 3.87</td>
<td valign="top" align="left">38.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">63.5%</td>
</tr>
<tr>
<td valign="top" align="left">Han et al. (<xref ref-type="bibr" rid="B33">33</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">141</td>
<td valign="top" align="left">59.7 &#x00B1; 15.3</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">39.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">62.4%</td>
</tr>
<tr>
<td valign="top" align="left">Harris et al. (<xref ref-type="bibr" rid="B10">10</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">Cohort</td>
<td valign="top" align="left">128</td>
<td valign="top" align="left">57.3 &#x00B1; 13.8</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">39.8</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">45.3%</td>
</tr>
<tr>
<td valign="top" align="left">Ho et al. (<xref ref-type="bibr" rid="B4">4</xref>)</td>
<td valign="top" align="left">Malaysia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">184</td>
<td valign="top" align="left">54.3 &#x00B1; 12.6</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">39.1</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">51.1%</td>
</tr>
<tr>
<td valign="top" align="left">Hosseini et al. (<xref ref-type="bibr" rid="B13">13</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">175</td>
<td valign="top" align="left">51.6 &#x00B1; 16.4</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">36.4</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">78.2%</td>
</tr>
<tr>
<td valign="top" align="left">Iliescu et al. (<xref ref-type="bibr" rid="B34">34</xref>)</td>
<td valign="top" align="left">Canada</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">89</td>
<td valign="top" align="left">60.1 &#x00B1; 16.8</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">38.2</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">70.8%</td>
</tr>
<tr>
<td valign="top" align="left">Jeele et al. (<xref ref-type="bibr" rid="B35">35</xref>)</td>
<td valign="top" align="left">Somalia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">299</td>
<td valign="top" align="left">56.65 &#x00B1; 12</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">45.8</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">61.9%</td>
</tr>
<tr>
<td valign="top" align="left">Ji et al. (<xref ref-type="bibr" rid="B36">36</xref>)</td>
<td valign="top" align="left">Korea</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">175</td>
<td valign="top" align="left">56.9 &#x00B1; 13.8</td>
<td valign="top" align="left">5.5 &#x00B1; 5.5</td>
<td valign="top" align="left">44.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">73.7%</td>
</tr>
<tr>
<td valign="top" align="left">Joshwa et al. (<xref ref-type="bibr" rid="B37">37</xref>)</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">47</td>
<td valign="top" align="left">37.1 &#x00B1; 13.1</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">49.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">68.1%</td>
</tr>
<tr>
<td valign="top" align="left">Kang et al. (<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="left">Korea</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">101</td>
<td valign="top" align="left">57.3 &#x00B1; 12.2</td>
<td valign="top" align="left">2.98 &#x00B1; 3.00</td>
<td valign="top" align="left">45.1</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">75.2%</td>
</tr>
<tr>
<td valign="top" align="left">Kaya et al. (<xref ref-type="bibr" rid="B39">39</xref>)</td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">232</td>
<td valign="top" align="left">60.9 &#x00B1; 14.1</td>
<td valign="top" align="left">3.57 &#x00B1; 3.63</td>
<td valign="top" align="left">43.5</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">34.9%</td>
</tr>
<tr>
<td valign="top" align="left">Kir et al. (<xref ref-type="bibr" rid="B40">40</xref>)</td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">338</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">47.6</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">41.4%</td>
</tr>
<tr>
<td valign="top" align="left">Kose et al. (<xref ref-type="bibr" rid="B12">12</xref>)</td>
<td valign="top" align="left">Somalia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">200</td>
<td valign="top" align="left">52.3 &#x00B1; 14.13</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">41.5</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">31.5%</td>
</tr>
<tr>
<td valign="top" align="left">Lin et al. (<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">120</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">46.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">92.5%</td>
</tr>
<tr>
<td valign="top" align="left">Ling et al. (<xref ref-type="bibr" rid="B42">42</xref>)</td>
<td valign="top" align="left">Malaysia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">184</td>
<td valign="top" align="left">54.3 &#x00B1; 12.6</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">39.1</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">51.1%</td>
</tr>
<tr>
<td valign="top" align="left">Liu et al. (<xref ref-type="bibr" rid="B43">43</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">201</td>
<td valign="top" align="left">51.1 &#x00B1; 9.0</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">44.3</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">43.3%</td>
</tr>
<tr>
<td valign="top" align="left">Maung et al. (<xref ref-type="bibr" rid="B44">44</xref>)</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">69</td>
<td valign="top" align="left">55.6 &#x00B1; 16.6</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">50.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">58.0%</td>
</tr>
<tr>
<td valign="top" align="left">Mohamed et al. (<xref ref-type="bibr" rid="B45">45</xref>)</td>
<td valign="top" align="left">Somalia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">200</td>
<td valign="top" align="left">52.29 &#x00B1; 14.13</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">41.5</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">31.5%</td>
</tr>
<tr>
<td valign="top" align="left">Monfared et al. (<xref ref-type="bibr" rid="B46">46</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">126</td>
<td valign="top" align="left">54.9 &#x00B1; 16.1</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">38.9</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">44.6%</td>
</tr>
<tr>
<td valign="top" align="left">Mortazavi et al. (<xref ref-type="bibr" rid="B47">47</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">160</td>
<td valign="top" align="left">60.01 &#x00B1; 13.52</td>
<td valign="top" align="left">6.37 &#x00B1; 6.02</td>
<td valign="top" align="left">33.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">84.4%</td>
</tr>
<tr>
<td valign="top" align="left">Morvaridi et al. (<xref ref-type="bibr" rid="B48">48</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">423</td>
<td valign="top" align="left">52.83</td>
<td valign="top" align="left">4.95</td>
<td valign="top" align="left">40.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">60.5%</td>
</tr>
<tr>
<td valign="top" align="left">Naeem Alharbi (<xref ref-type="bibr" rid="B49">49</xref>)</td>
<td valign="top" align="left">Saudi Arabia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">100</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">58.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">65.0%</td>
</tr>
<tr>
<td valign="top" align="left">Ng et al. (<xref ref-type="bibr" rid="B50">50</xref>)</td>
<td valign="top" align="left">Malaysia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">217</td>
<td valign="top" align="left">57 &#x00B1; 13</td>
<td valign="top" align="left">4.62 &#x00B1; 4.06</td>
<td valign="top" align="left">50.2</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">54.8%</td>
</tr>
<tr>
<td valign="top" align="left">Norozi Firoz et al. (<xref ref-type="bibr" rid="B51">51</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">310</td>
<td valign="top" align="left">59.64 &#x00B1; 13.94</td>
<td valign="top" align="left">3.32 &#x00B1; 3.55</td>
<td valign="top" align="left">47.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">59.7%</td>
</tr>
<tr>
<td valign="top" align="left">Ongan and Yuksel (<xref ref-type="bibr" rid="B52">52</xref>)</td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">103</td>
<td valign="top" align="left">59.19 &#x00B1; 14.57</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">51.5</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">62.1%</td>
</tr>
<tr>
<td valign="top" align="left">Pai et al. (<xref ref-type="bibr" rid="B53">53</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">164</td>
<td valign="top" align="left">57.9 &#x00B1; 11.8</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">53.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">74.4%</td>
</tr>
<tr>
<td valign="top" align="left">Pan et al. (<xref ref-type="bibr" rid="B54">54</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">178</td>
<td valign="top" align="left">62.9 &#x00B1; 11.5</td>
<td valign="top" align="left">4.73 &#x00B1; 3.35</td>
<td valign="top" align="left">42.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">60.1%</td>
</tr>
<tr>
<td valign="top" align="left">Parvan et al. (<xref ref-type="bibr" rid="B55">55</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">245</td>
<td valign="top" align="left">58.03 &#x00B1; 14.03</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">35.5</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">83.3%</td>
</tr>
<tr>
<td valign="top" align="left">Pojati&#x0107; et al. (<xref ref-type="bibr" rid="B56">56</xref>)</td>
<td valign="top" align="left">Croatia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">170</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">40.6</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">68.8%</td>
</tr>
<tr>
<td valign="top" align="left">Ramezanzade et al. (<xref ref-type="bibr" rid="B57">57</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">225</td>
<td valign="top" align="left">58.23 &#x00B1; 13.50</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">41.3</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">72.0%</td>
</tr>
<tr>
<td valign="top" align="left">Rehman et al. (<xref ref-type="bibr" rid="B58">58</xref>)</td>
<td valign="top" align="left">Pakistan</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">354</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">33.9</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">74.0%</td>
</tr>
<tr>
<td valign="top" align="left">Sabbagh et al. (<xref ref-type="bibr" rid="B59">59</xref>)</td>
<td valign="top" align="left">Canada</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">46</td>
<td valign="top" align="left">61.9 &#x00B1; 16.9</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">34.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">76.1%</td>
</tr>
<tr>
<td valign="top" align="left">Sabet et al. (<xref ref-type="bibr" rid="B60">60</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">61</td>
<td valign="top" align="left">52.5 &#x00B1; 18.0</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">32.8</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">73.8%</td>
</tr>
<tr>
<td valign="top" align="left">Samara et al. (<xref ref-type="bibr" rid="B61">61</xref>)</td>
<td valign="top" align="left">Palestine</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">167</td>
<td valign="top" align="left">57.6 &#x00B1; 12.9</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">47.9</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">76.7%</td>
</tr>
<tr>
<td valign="top" align="left">Shen et al. (<xref ref-type="bibr" rid="B62">62</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">68</td>
<td valign="top" align="left">61.75 &#x00B1; 16.56</td>
<td valign="top" align="left">2.64 &#x00B1; 2.45</td>
<td valign="top" align="left">36.8</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">69.1%</td>
</tr>
<tr>
<td valign="top" align="left">Soleimani Damaneh et al. (<xref ref-type="bibr" rid="B63">63</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">423</td>
<td valign="top" align="left">52.84 &#x00B1; 14.63</td>
<td valign="top" align="left">4.12 &#x00B1; 5.12</td>
<td valign="top" align="left">41.1</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">60.5%</td>
</tr>
<tr>
<td valign="top" align="left">Taraz et al. (<xref ref-type="bibr" rid="B64">64</xref>)</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">72</td>
<td valign="top" align="left">56.68 &#x00B1; 15.79</td>
<td valign="top" align="left">5.93 &#x00B1; 5.36</td>
<td valign="top" align="left">41.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">75.0%</td>
</tr>
<tr>
<td valign="top" align="left">Terzi et al. (<xref ref-type="bibr" rid="B65">65</xref>)</td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">50</td>
<td valign="top" align="left">64.46 &#x00B1; 14.61</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">56.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">82.0%</td>
</tr>
<tr>
<td valign="top" align="left">Tian et al. (<xref ref-type="bibr" rid="B9">9</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cohort</td>
<td valign="top" align="left">613</td>
<td valign="top" align="left">63.7 &#x00B1; 7.8</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">42.1</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">77.0%</td>
</tr>
<tr>
<td valign="top" align="left">Tian et al. (<xref ref-type="bibr" rid="B11">11</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cohort</td>
<td valign="top" align="left">595</td>
<td valign="top" align="left">57.40 &#x00B1; 13.72</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">41.2</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 7</td>
<td valign="top" align="left">46.7%</td>
</tr>
<tr>
<td valign="top" align="left">Trbojevi&#x0107;-Stankovi&#x0107; et al. (<xref ref-type="bibr" rid="B66">66</xref>)</td>
<td valign="top" align="left">Serbia</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">222</td>
<td valign="top" align="left">57.3 &#x00B1; 11.9</td>
<td valign="top" align="left">5.12 &#x00B1; 5.03</td>
<td valign="top" align="left">40.5</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">64.0%</td>
</tr>
<tr>
<td valign="top" align="left">T&#x00FC;rk et al. (<xref ref-type="bibr" rid="B67">67</xref>)</td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">220</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">50.9</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">51.8%</td>
</tr>
<tr>
<td valign="top" align="left">Uysal et al. (<xref ref-type="bibr" rid="B68">68</xref>)</td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">102</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">48.0</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">59.8%</td>
</tr>
<tr>
<td valign="top" align="left">Velu et al. (<xref ref-type="bibr" rid="B69">69</xref>)</td>
<td valign="top" align="left">India</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">148</td>
<td valign="top" align="left">44 &#x00B1; 14.5</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">31.8</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">68.2%</td>
</tr>
<tr>
<td valign="top" align="left">Xu et al. (<xref ref-type="bibr" rid="B70">70</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">193</td>
<td valign="top" align="left">53.09 &#x00B1; 11.68</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">34.2</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">63.7%</td>
</tr>
<tr>
<td valign="top" align="left">Yang et al. (<xref ref-type="bibr" rid="B71">71</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">861</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">55.2</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">83.7%</td>
</tr>
<tr>
<td valign="top" align="left">Yavuz et al. (<xref ref-type="bibr" rid="B72">72</xref>)</td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">121</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">54.5</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">46.3%</td>
</tr>
<tr>
<td valign="top" align="left">Zhang et al. (<xref ref-type="bibr" rid="B73">73</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">741</td>
<td valign="top" align="left">60 &#x00B1; 14</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">62.1</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">62.2%</td>
</tr>
<tr>
<td valign="top" align="left">Zhang et al. (<xref ref-type="bibr" rid="B74">74</xref>)</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">1281</td>
<td valign="top" align="left">54.48 &#x00B1; 13.09</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">34.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 6</td>
<td valign="top" align="left">58.5%</td>
</tr>
<tr>
<td valign="top" align="left">Zubair and Butt (<xref ref-type="bibr" rid="B75">75</xref>)</td>
<td valign="top" align="left">Pakistan</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">140</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">27.9</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">68.6%</td>
</tr>
<tr>
<td valign="top" align="left">Zubair and Butt (<xref ref-type="bibr" rid="B76">76</xref>)</td>
<td valign="top" align="left">Pakistan</td>
<td valign="top" align="left">Cross-sectional</td>
<td valign="top" align="left">137</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">27.7</td>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="left">&#x2265; 5</td>
<td valign="top" align="left">66.4%</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S3.SS3">
<label>3.3</label>
<title>Risk of bias assessment of included studies</title>
<p>The risk of bias assessment results were detailed in <xref ref-type="supplementary-material" rid="DS1">Supplementary Table S2</xref>. Among the 69 evaluated responses, 55 (79.7%) were rated as having a low risk of bias, while 14 (20.3%) were considered to have a moderate risk of bias.</p>
</sec>
<sec id="S3.SS4">
<label>3.4</label>
<title>Prevalence of poor sleep quality in HD patients</title>
<p>Owing to the substantial heterogeneity observed across studies, a random-effects model was adopted for the meta-analysis. As shown in <xref ref-type="fig" rid="F2">Figure 2</xref>, the pooled global prevalence of poor sleep quality among HD patients was 64.2% (95% CI: 60.5&#x2013;67.8%, I<sup>2</sup> = 96.0%).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Forest plot of pooled prevalence of poor sleep quality in HD patients.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-13-1770352-g002.tif">
<alt-text content-type="machine-generated">Forest plot summarizing effect sizes (ES) and ninety-five percent confidence intervals for numerous studies, with each study listed on the left and corresponding weights, ES, and intervals shown on the right. Combined overall effect size appears at the bottom.</alt-text>
</graphic>
</fig>
</sec>
<sec id="S3.SS5">
<label>3.5</label>
<title>Subgroup analysis and meta-regression analysis</title>
<p>Subgroup analysis was conducted to examine the sources of heterogeneity between studies (<xref ref-type="table" rid="T2">Table 2</xref>). Subgroup analysis based on country income level (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure S1</xref>) revealed no significant difference in the pooled prevalence of poor sleep quality between high-income (64.0%, 95% CI: 54.0&#x2013;73.9%) and low- and middle-income countries (64.2%, 95% CI: 60.3&#x2013;68.2%). When stratified by study design (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure S2</xref>), cross-sectional studies (64.5%, 95% CI: 60.8&#x2013;68.3%) and cohort studies (56.5%, 95% CI: 33.4&#x2013;79.6%) demonstrated similar prevalence of poor sleep quality among HD patients. Subgroup analysis by PSQI cut-off value (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure S3</xref>) revealed a significant negative correlation (<italic>P</italic> &#x003C; 0.05). Specifically, the pooled prevalence of poor sleep quality decreased from 70.5% (95% CI: 65.4&#x2013;75.6%) at a cut-off of &#x2265; 5&#x2013;60.8% (95% CI: 56.4&#x2013;65.2%) at a cut-off of &#x2265; 6 and then to 53.8% (95% CI: 39.4&#x2013;68.3%) at a cut-off of &#x2265; 7.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Subgroup analyses of the prevalence of poor sleep quality among HD patients.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left">Subgroups</th>
<th valign="top" align="left">Number of studies</th>
<th valign="top" align="left">Prevalence (95% CI)</th>
<th valign="top" align="left" colspan="2">Heterogeneity</th>
<th valign="top" align="left"><italic>P</italic>-values across subgroups</th>
</tr>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="left"/>
<th valign="top" align="left"/>
<th valign="top" align="left">I<sup>2</sup></th>
<th valign="top" align="left"><italic>P</italic>-values</th>
<th valign="top" align="left"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="3">Income level<break/><break/>High income<break/><break/>Low and middle income</td>
<td valign="top" colspan="4">&#x00A0;</td>
<td valign="top" align="left" rowspan="3">0.964</td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="left">64.0% (54.0&#x2013;73.9%)</td>
<td valign="top" align="left">95.2%</td>
<td valign="top" align="left"><italic>P</italic> &#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left">56</td>
<td valign="top" align="left">64.2% (60.3&#x2013;68.2%)</td>
<td valign="top" align="left">96.2%</td>
<td valign="top" align="left"><italic>P</italic> &#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="3">Study design<break/><break/>Cross-sectional<break/><break/>Cohort</td>
<td valign="top" colspan="4">&#x00A0;</td>
<td valign="top" align="left" rowspan="3">0.502</td>
</tr>
<tr>
<td valign="top" align="left">66</td>
<td valign="top" align="left">64.5% (60.8&#x2013;68.3%)</td>
<td valign="top" align="left">95.8%</td>
<td valign="top" align="left"><italic>P</italic> &#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">56.5% (33.4&#x2013;79.6%)</td>
<td valign="top" align="left">98.6%</td>
<td valign="top" align="left"><italic>P</italic> &#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="4">Cut-off values<break/><break/>&#x2265; 5<break/><break/>&#x2265; 6<break/><break/>&#x2265; 7</td>
<td valign="top" colspan="4">&#x00A0;</td>
<td valign="top" align="left" rowspan="4">0.006</td>
</tr>
<tr>
<td valign="top" align="left">26</td>
<td valign="top" align="left">70.5% (65.4&#x2013;75.6%)</td>
<td valign="top" align="left">94.0%</td>
<td valign="top" align="left"><italic>P</italic> &#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left">41</td>
<td valign="top" align="left">60.8% (56.4&#x2013;65.2%)</td>
<td valign="top" align="left">95.4%</td>
<td valign="top" align="left"><italic>P</italic> &#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">53.8% (39.4&#x2013;68.3%)</td>
<td valign="top" align="left">92.8%</td>
<td valign="top" align="left"><italic>P</italic> &#x003C; 0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>HICS, high-income countries; MICS, middle-income countries; AIS, Athens Insomnia Scale; ISI, Insomnia Severity Index.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The results of the univariate meta-regression (<xref ref-type="table" rid="T3">Table 3</xref>) demonstrated no significant associations between the pooled prevalence of poor sleep quality and the potential moderators, including sample size, mean age, dialysis duration, and female proportion (all <italic>P</italic> &#x003E; 0.05).</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Meta-regression results.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left">Variables</th>
<th valign="top" align="left">Number of studies</th>
<th valign="top" align="left">Coefficient</th>
<th valign="top" align="left">Standard error</th>
<th valign="top" align="left">95%CI</th>
<th valign="top" align="left"><italic>t</italic>&#x2013;values</th>
<th valign="top" align="left"><italic>P</italic>-values</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Sample size</td>
<td valign="top" align="left">69</td>
<td valign="top" align="left">-5.07 &#x00D7; 10<sup>&#x2212;5</sup></td>
<td valign="top" align="left">&#x2212;8.53 &#x00D7; 10<sup>&#x2212;5</sup></td>
<td valign="top" align="left">&#x2212;0.0002&#x2013;0.0001</td>
<td valign="top" align="left">&#x2212;0.59</td>
<td valign="top" align="left">0.554</td>
</tr>
<tr>
<td valign="top" align="left">Mean age (years)</td>
<td valign="top" align="left">52</td>
<td valign="top" align="left">0.0023</td>
<td valign="top" align="left">0.0038</td>
<td valign="top" align="left">0.0053&#x2013;0.0099</td>
<td valign="top" align="left">0.61</td>
<td valign="top" align="left">0.543</td>
</tr>
<tr>
<td valign="top" align="left">Dialysis duration (years)</td>
<td valign="top" align="left">20</td>
<td valign="top" align="left">0.0021</td>
<td valign="top" align="left">0.0217</td>
<td valign="top" align="left">&#x2212;0.0434&#x2013;0.0476</td>
<td valign="top" align="left">0.10</td>
<td valign="top" align="left">0.924</td>
</tr>
<tr>
<td valign="top" align="left">Female (%)</td>
<td valign="top" align="left">69</td>
<td valign="top" align="left">&#x2212;0.0012</td>
<td valign="top" align="left">0.0024</td>
<td valign="top" align="left">&#x2212;0.0059&#x2013;0.0036</td>
<td valign="top" align="left">&#x2212;0.50</td>
<td valign="top" align="left">0.620</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S3.SS6">
<label>3.6</label>
<title>Publication bias and sensitivity analysis</title>
<p>Neither visual inspection of the funnel plot (<xref ref-type="fig" rid="F3">Figure 3</xref>) nor statistical evaluation by Egger&#x2019;s test revealed any evidence of substantial publication bias (Egger&#x2019;s test: <italic>t</italic> = 15.60, <italic>P</italic> = 0.055, <xref ref-type="supplementary-material" rid="DS1">Supplementary Figure S4</xref>). Furthermore, the sensitivity analysis confirmed that the pooled prevalence was robust (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table S3</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Funnel plot of prevalence of poor sleep quality in HD patients.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-13-1770352-g003.tif">
<alt-text content-type="machine-generated">Funnel plot displaying individual study points with effect size on the x-axis and standard error on the y-axis, including pseudo ninety-five percent confidence limit boundaries formed by dashed lines and a solid central line.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Given that poor sleep quality is a distressing symptom that significantly impairs quality of life in HD patients (<xref ref-type="bibr" rid="B8">8</xref>), this study pooled its prevalence in a global sample of 14,998 participants across 19 countries. To the best of our knowledge, this is the first meta-analysis to comprehensively estimate the global prevalence of poor sleep quality in this population. The pooled global prevalence of poor sleep quality among HD patients was 64.2%, which is substantially higher than rates reported in the general population and stroke survivors (<xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>). These findings are in line with expectations, since the various disease and treatment-related issues experienced by HD patients make them susceptible to sleep disturbances (<xref ref-type="bibr" rid="B23">23</xref>&#x2013;<xref ref-type="bibr" rid="B26">26</xref>). Firstly, despite regular dialysis, the persistent accumulation of uremic toxins can impair central nervous system function, leading to conditions such as restless legs syndrome and periodic limb movements during sleep, which significantly disrupt sleep initiation in HD patients (<xref ref-type="bibr" rid="B24">24</xref>). In addition, the psychological burden of being dependent on dialysis, coupled with concerns about prognosis and socioeconomic issues, usually results in clinical anxiety and depression. These conditions have been demonstrated to be one of the primary contributors to sleep disturbances in these patients (<xref ref-type="bibr" rid="B33">33</xref>). Finally, the rigorous daytime schedule of hemodialysis, which generally requires a considerable time commitment several days a week for HD patients, interrupts their normal daily rhythms and is an important cause of sleep disturbances at night (<xref ref-type="bibr" rid="B45">45</xref>).</p>
<p>Subgroup analysis results indicated no significant difference in the pooled prevalence of poor sleep quality between high-income (64.0%, 95% CI: 54.0&#x2013;73.9%) and low- and middle-income countries (64.2%, 95% CI: 60.3&#x2013;68.2%). These findings may be attributed to several factors. First of all, the mechanisms leading to sleep disturbances in HD patients, such as the accumulation of uremic toxins, electrolyte imbalances, and the comorbidity burden, are inherently connected to renal failure itself (<xref ref-type="bibr" rid="B65">65</xref>). Furthermore, the widespread use of the PSQI as a standardized assessment tool ensures consistent measurement of outcomes, thereby reducing potential diagnostic variability that might otherwise result from economic disparities between countries (<xref ref-type="bibr" rid="B41">41</xref>&#x2013;<xref ref-type="bibr" rid="B43">43</xref>). Lastly, economic status may be a less relevant indicator than specific factors such as dialysis adequacy, shift work patterns, or the level of family support, all of which have a more direct impact on sleep quality.</p>
<p>In subgroup analyses, the pooled prevalence of poor sleep quality was observed to be similar in both cross-sectional (64.5%, 95% CI: 60.8&#x2013;68.3%) and cohort studies (56.5%, 95% CI: 33.4&#x2013;79.6%). In our study, only the prevalence of poor sleep quality at baseline in cohort studies was included in the analysis. At baseline assessment, patients in longitudinal studies are essentially equivalent to those in cross-sectional studies, as they share comparable disease status, treatment exposure, and demographic characteristics before any specific follow-up occurs (<xref ref-type="bibr" rid="B79">79</xref>). The factors influencing sleep quality are therefore consistent across both study designs at this point. Therefore, for the purpose of estimating prevalence, information derived from baseline data in high-quality cohort studies should be considered as reliable.</p>
<p>In the stratified analysis based on cut-off values, significant differences were observed in the pooled prevalence of poor sleep quality among studies using different thresholds. Specifically, the pooled prevalence of poor sleep quality decreased from 70.5% (95% CI: 65.4&#x2013;75.6%) at a cut-off of &#x2265; 5&#x2013;60.8% (95% CI: 56.4&#x2013;65.2%) at a cut-off of &#x2265; 6 and then to 53.8% (95% CI: 39.4&#x2013;68.3%) at a cut-off of &#x2265; 7. Lower cut-off values inherently broaden the scope of case identification, encompassing individuals with milder clinical symptoms. Conversely, applying more stringent thresholds makes the diagnostic criteria for defining poor sleep quality more rigorous, restricting case designation to those exhibiting more pronounced clinical features. These results highlight the fact that choosing cut-off values has a crucial impact on both epidemiological estimates and the potential for developing targeted interventions to address the spectrum of sleep disorder severity in this population.</p>
<p>Given the high prevalence of poor sleep quality in HD patients, it is recommended to integrate sleep assessment into the routine clinical management of HD patients. Specifically, standardized tools should be used for screening during outpatient visits and follow-ups at the clinical screening level. Additionally, clinical nurses can incorporate sleep monitoring into daily assessments and provide sleep hygiene guidance. Finally, multidisciplinary teams integrating psychiatric and psychological services with rehabilitation therapy should be established to develop individualized intervention strategies.</p>
</sec>
<sec id="S5">
<label>5</label>
<title>Limitations</title>
<p>Some limitations should be considered. Firstly, consistent with other meta-analyses conducted on prevalence studies, the included studies exhibited a high level of heterogeneity. However, the heterogeneity remained unexplained by our subgroup and meta-regression analyses. Secondly, despite the lack of a statistical association between prevalence and income level in our subgroup analysis, the overrepresentation of articles from low- and middle-income countries in the included studies limits the robustness of this conclusion for high-income countries. Thirdly, the measurement of poor sleep quality relies on self-reporting tools, which may introduce recall bias. Fourthly, we excluded articles published in any language other than English, which may introduce potential selection bias. Finally, the findings of this study should be interpreted with caution, as they are primarily derived from the pooled results of multiple small-sample observational studies, and the statistical power of the publication bias test is limited.</p>
</sec>
<sec id="S6" sec-type="conclusion">
<label>6</label>
<title>Conclusion</title>
<p>In conclusion, this meta-analysis demonstrates that poor sleep quality is a common adverse symptom experienced by HD patients. Given the negative impact of poor sleep quality on HD patients, it is essential to routinely evaluate their sleep quality and implement evidence-based interventions.</p>
</sec>
</body>
<back>
<sec id="S7" sec-type="author-contributions">
<title>Author contributions</title>
<p>G-FS: Conceptualization, Writing &#x2013; original draft, Visualization, Methodology, Formal analysis. X-HZ: Data curation, Validation, Methodology, Writing &#x2013; original draft. LC: Methodology, Supervision, Writing &#x2013; review &#x0026; editing, Validation, Conceptualization. Y-JZ: Formal analysis, Methodology, Writing &#x2013; original draft, Validation. W-WY: Writing &#x2013; original draft, Visualization, Validation, Methodology. JZ: Writing &#x2013; original draft, Visualization, Validation, Methodology. LH: Writing &#x2013; original draft, Visualization, Validation. S-KT: Writing &#x2013; original draft, Methodology, Validation.</p>
</sec>
<sec id="S9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="S11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="S12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmed.2026.1770352/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmed.2026.1770352/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="DS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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<fn id="n1" fn-type="custom" custom-type="edited-by"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/306970/overview">Davide Viggiano</ext-link>, University of Campania Luigi Vanvitelli, Italy</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3279896/overview">Ika Yuni Widyawati</ext-link>, Faculty of Nursing Universitas Airlangga, Indonesia</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3350682/overview">Prabhjot Kaur</ext-link>, Baba Farid University of Health Sciences, India</p></fn>
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