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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2023.1156910</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Sleep structure and related clinical characteristics in drug-na&#x000EF;ve Parkinson&#x00027;s disease with subjectively different sleep quality</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Jiang</surname> <given-names>Yinyin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2176184/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Yaning</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Dongfeng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhu</surname> <given-names>Sha</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1217896/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Gu</surname> <given-names>Ruxin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Yaxi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2127504/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhu</surname> <given-names>Jun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Jiang</surname> <given-names>Xu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1975574/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Shen</surname> <given-names>Bo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Pan</surname> <given-names>Yang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Yan</surname> <given-names>Jun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2281776/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Zhang</surname> <given-names>Li</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/391998/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Geriatric Neurology, Nanjing Brain Hospital Affiliated to Nanjing Medical University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Institute of Neuropsychiatric Diseases, Nanjing Brain Hospital Affiliated to Nanjing Medical University</institution>, <addr-line>Nanjing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Cristian Falup-Pecurariu, Transilvania University of Bra&#x0015F;ov, Romania</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Fabio Placidi, Policlinico Tor Vergata, Italy; Lyudmila S. Korostovtseva, Almazov National Medical Research Centre, Russia</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Li Zhang <email>neuro_zhangli&#x00040;163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1156910</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>02</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>05</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Jiang, Chen, Li, Zhu, Gu, Wang, Zhu, Jiang, Shen, Pan, Yan and Zhang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Jiang, Chen, Li, Zhu, Gu, Wang, Zhu, Jiang, Shen, Pan, Yan and Zhang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license> </permissions>
<abstract>
<sec>
<title>Background</title>
<p>Sleep disturbance is a common non-motor symptom of Parkinson&#x00027;s disease (PD). Most polysomnography (PSG) studies are conducted when patients are in their &#x0201C;on medication&#x0201D; state. Our study aimed to investigate changes in the sleep structure in drug-naive PD patients with poor subjective sleep quality based on polysomnography (PSG) and to explore potential correlations between sleep structure and clinical features of the disease.</p></sec>
<sec>
<title>Methods</title>
<p>A total of 44 drug-naive PD patients were included. All patients completed a standardized questionnaire to obtain demographic and clinical characteristics and underwent whole-night PSG recording. Patients with PSQI scores &#x0003E;5.5 were considered poor sleepers, and patients with PSQI scores &#x0003C;5.5 were considered to be good sleepers.</p></sec>
<sec>
<title>Results</title>
<p>There were 24 (54.5%) PD patients in the good sleeper group and 20 (24.5%) PD patients in the poor sleeper group. We observed that poor sleepers had severe non-motor symptoms (NMS) and worse life quality. The PSG displayed that they had a longer wake-up time after sleep onset (WASO) and lower sleep efficiency (SE). Correlation analysis revealed that the micro-arousal index was positively associated with UPDRS-III, and the N1 sleep percentage was negatively associated with the NMS score in good sleepers. For poor sleepers, rapid eye movement (REM) sleep percentage was negatively related to the Hoehn-Yahr (H-Y) stage, WASO increased with UPDRS-III, periodic limb movement index (PLMI) increased with the NMS score, and N2 sleep percentage was negatively related to the score of life quality.</p></sec>
<sec>
<title>Conclusion</title>
<p>Night awakening is the main manifestation of decreased sleep quality in drug-naive PD patients. Poor sleepers have severe non-motor symptoms and poor life quality. Additionally, the increase in nocturnal arousal events may predict the progression of motor dysfunction.</p></sec></abstract>
<kwd-group>
<kwd>Parkinson&#x00027;s disease</kwd>
<kwd>sleep disturbances</kwd>
<kwd>non-motor symptoms</kwd>
<kwd>polysomnography</kwd>
<kwd>sleep structure</kwd>
<kwd>clinical features</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="51"/>
<page-count count="9"/>
<word-count count="6374"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Movement Disorders</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1. Introduction</title>
<p>Parkinson&#x00027;s disease (PD) is a common chronic neurodegenerative disease that places an enormous material and mental burden on patients (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Although PD is characterized by motor symptoms, a broad spectrum of non-motor symptoms (NMS), including sleep disturbance, neuropsychiatric symptoms, and autonomic dysfunction, can be identified in people with PD (<xref ref-type="bibr" rid="B3">3</xref>). Sleep disturbances in PD include insomnia, rapid eye movement (REM) sleep behavior disorder, sleep-disordered breathing, restless legs syndrome, and circadian dysregulation, and affect a high percentage of people with PD (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). The decline in sleep quality is a very common complaint among PD patients. One possible reason for the high prevalence of sleep complaints is that neurodegenerative diseases disrupt the circadian rhythm system at a faster rate than normal aging (<xref ref-type="bibr" rid="B6">6</xref>). Furthermore, there are strong correlations between sleep disturbances and other non-motor as well as motor symptoms such as nocturia, dystonia, and pain (<xref ref-type="bibr" rid="B7">7</xref>). Worse sleep quality has recently been reported to aggravate motor and non-motor symptoms in PD (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>). Many sleep problems may occur in the early stages of the disease and worsen as the disease progresses (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>), necessitating proper vigilance.</p>
<p>In the past, the evaluation of sleep quality relied mainly on a series of sleep scales. Many studies have used the Pittsburgh Sleep Quality Index (PSQI) and the Parkinson&#x00027;s Disease Sleep Scale (PDSS) for sleep assessment in PD patients (<xref ref-type="bibr" rid="B12">12</xref>). Although these instruments are rapidly administered and efficient, a detailed understanding of the sleep structure of patients with sleep complaints is still lacking. Currently, video-polysomnography (v-PSG), which is considered to be the most valuable method of diagnosing sleep disorders, is widely applied (<xref ref-type="bibr" rid="B13">13</xref>). PSG can not only quantitatively analyze the sleep structure but can also sensitively record the occurrence of specific sleep events. Previous studies using PSG revealed that, compared with healthy controls, patients with PD have shorter total sleep time, lower sleep efficiency, and increased sleep latency and wakefulness after sleep onset (<xref ref-type="bibr" rid="B14">14</xref>&#x02013;<xref ref-type="bibr" rid="B16">16</xref>). However, anti-PD medication has an inevitable effect on sleep structures. The use of MAO-B inhibitors is related to sleep stages 2 and 3, while sleep stage 1 can be predicted by dopamine agonists (<xref ref-type="bibr" rid="B17">17</xref>).</p>
<p>In this respect, a cohort of drug-naive patients is essential to bringing new insights into the field of the non-motor spectrum of PD. This study aimed to investigate changes in the sleep structure in drug-naive PD patients with poor subjective sleep quality compared to those with good sleep quality using PSG technology and to explore the association between clinical features and sleep structure.</p>
</sec>
<sec id="s2">
<title>2. Materials and methods</title>
<sec>
<title>2.1. Study participants</title>
<p>A total of 63 newly diagnosed PD patients were initially recruited from the Neurology Clinic of the Affiliated Brain Hospital of Nanjing Medical University from September 2021 to May 2022. Patients were diagnosed by at least two movement disorder disease specialists. Participants who met the following criteria were eligible for inclusion: if they met the diagnostic criteria of the UK Parkinson&#x00027;s Disease Brain Bank (<xref ref-type="bibr" rid="B18">18</xref>) and did not use any anti-PD medication before if they completed a standard questionnaire completely, or if they also cooperatively performed a PSG examination before taking any anti-PD medication. Exclusion criteria were as follows: (1) the presence of secondary parkinsonism, focal brain lesions (according to MRI evidence), and other psychiatric disorders; (2) patients taking hypnotics, antidepressants, or antipsychotics within the month prior to the PSG examination, because these drugs may affect sleep architecture; and (3) the presence of severe obstructive sleep apnea (apnea&#x02013;hypopnea index was higher than 30), in which situation, there was manual intervention during the PSG, which could affect the reliability of the PSG. Finally, 44 patients were included in this study. This study was approved by the Ethics Committee of the Affiliated Brain Hospital of Nanjing Medical University (2021-KY007-01), and written informed consent was obtained from the study participants for research purposes.</p>
</sec>
<sec>
<title>2.2. Clinical evaluation</title>
<p>All subjects completed a standardized questionnaire designed to collect general information, including name, age, gender, body mass index (BMI), and disease duration at baseline. The Unified Parkinson&#x00027;s Disease Rating Scale (UPDRS) (<xref ref-type="bibr" rid="B19">19</xref>) and their Hoehn -Yahr stage (H-Y stage) (<xref ref-type="bibr" rid="B20">20</xref>) were used to assess comprehensive symptoms and to describe the severity of motor function. Non-motor symptoms were assessed using the Non-Motor Symptom Questionnaire (NMSQ) (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>). The Montreal Cognitive Assessment (MoCA) was used to evaluate cognitive function (<xref ref-type="bibr" rid="B23">23</xref>). Quality of life was assessed using the 39-item Parkinson&#x00027;s Disease Questionnaire (PDQ-39) (<xref ref-type="bibr" rid="B24">24</xref>). Subjective sleep assessment was performed using the Pittsburgh Sleep Quality Index (PSQI) (<xref ref-type="bibr" rid="B25">25</xref>) and the Parkinson&#x00027;s Disease Sleep Scale (PDSS) (<xref ref-type="bibr" rid="B26">26</xref>). The diagnosis of rapid eye movement behavior disorder (RBD), periodic limb movement disorder, and obstructive sleep apnea was made based on the PSG reports according to the International Classification of Sleep Disorders, Third Edition criteria (<xref ref-type="bibr" rid="B27">27</xref>). The PSQI is a self-report questionnaire that evaluates the subject&#x00027;s sleep during the past month. It includes 19 items, and the maximum possible score is 21. A PSQI global score of &#x0003E;5 discriminates sleep disturbance in patients with insomnia with a sensitivity of 99% and a specificity of 84% (<xref ref-type="bibr" rid="B28">28</xref>). The cutoff value to differentiate between good and poor sleepers is &#x0003E;5 points (<xref ref-type="bibr" rid="B25">25</xref>). We considered patients with PSQI scores &#x0003E;5.5 as poor sleepers and patients with PSQI scores &#x0003C; 5.5 to be good sleepers.</p>
</sec>
<sec>
<title>2.3. Polysomnography technique</title>
<p>All patients underwent overnight video-PSG in an acclimatized, sound-proof sleep laboratory with a data acquisition time longer than 8 h. We used a Compumedics Grael-HD 64 (Compumedics Grael-HD, Melbourne, Australia) polygraph for signal acquisition. This instrument includes six electroencephalogram channels, two electrooculogram channels, one electromyogram channel, one nasal pressure channel, one respiratory thermistor channel, one oximetry channel, one snore detector channel, one electrocardiography channel, one abdominal movement assessment channel, one thoracic movement assessment channel, one body position channel, and two leg movement sensors. Continuous audio and video recording were performed using infrared cameras. The EEG channels, including frontal (F3, F4), central (C3, C4), and occipital (O1, O2) channels, were placed according to the international 10&#x02013;20 location system and linked to the mastoid electrodes as a reference. The staging and scoring were reviewed by a board-certified sleep physician according to the American Academy of Sleep Medicine (AASM) guidelines (<xref ref-type="bibr" rid="B13">13</xref>). Sleep stage percentages were calculated relative to total sleep time. Objective sleep parameters included total sleep time (TST; min), wake-up time after sleep onset (WASO; min), sleep efficiency (SE; %), sleep latency (SL; min), and the percentage of N1, N2, and N3 sleep, average heart rate (AHR; the number of events/min sleep), apnea&#x02013;hypopnea index (number of events/hour sleep), micro-arousal index (number of events/hour sleep), and periodic limb movement index (PLMI; the total number of leg movements) during the entire night.</p>
</sec>
<sec>
<title>2.4. Statistical analysis</title>
<p>IBM SPSS 26.0 software was used for statistical analysis. Measurement data were expressed as mean (standard deviation, SD), median (interquartile range, IQR), number (N), or percentage (%). The Kolmogorov&#x02013;Smirnov test was used to check the normality of the measurement data. A two-sample <italic>t</italic>-test was used for normally distributed data, and the Mann&#x02013;Whitney <italic>U</italic>-test was used for non-normally distributed data. A chi-square test was conducted to analyze qualitative data. PSG data were compared by one-way analysis of covariance (ANCOVA) with adjustments for confounding factors, including UPDRS-III score and H-Y stage. In addition, the Spearman test was applied to analyze the correlation between sleep parameters and clinical characteristics. Linear regression was performed with the evaluation of the correlation coefficient. The statistical significance level was set at a <italic>p</italic> &#x0003C; 0.05.</p>
</sec>
</sec>
<sec id="s3">
<title>3. Results</title>
<sec>
<title>3.1. Demographic and clinical characteristics</title>
<p><xref ref-type="table" rid="T1">Table 1</xref> shows the demographic information and clinical characteristics of the patients. A total of 63 drug-naive PD patients were initially examined. A total of 13 patients who took hypnotics, antidepressants, or antipsychotics within the month prior to the PSG examination were excluded. Four patients were excluded due to incomplete PSG data, and two patients who had severe obstructive sleep apnea were also excluded. Finally, 44 patients were included in our study. Among them, 24 (54.5%) were good sleepers, and 20 (45.5%) were poor sleepers. Compared with good sleepers, poor sleepers had higher NMSQ and PDQ-39 scores and lower PDSS scores (<italic>P</italic> = 0.026, <italic>P</italic> = 0.010, <italic>P</italic> = 0.001, respectively). However, there were no significant differences in age, sex, BMI, disease duration, H-Y stage, UPDRS-III, or MoCA scores between the two groups. Furthermore, we observed that 36.4% of our PD cohort had RBD, 27.3% had PLMD, and 27.3% had OSA. We compared the distribution of various sleep disorders in good and poor sleepers, and no significant difference was found.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p> Demographic information and clinical characteristics.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Variables</bold></th>
<th valign="top" align="center"><bold>Total</bold></th>
<th valign="top" align="center"><bold>Good sleepers (N=24)</bold></th>
<th valign="top" align="center"><bold>Poor sleepers (N=20)</bold></th>
<th valign="top" align="center"><bold><italic>P</italic></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age, years</td>
<td valign="top" align="center">68.86 (7.06)</td>
<td valign="top" align="center">68.83 (8.67)</td>
<td valign="top" align="center">68.90 (4.93)</td>
<td valign="top" align="center">0.983<sup>a</sup></td>
</tr> <tr>
<td valign="top" align="left">Male patients/female patients, N</td>
<td valign="top" align="center">30/14</td>
<td valign="top" align="center">18/6</td>
<td valign="top" align="center">12/8</td>
<td valign="top" align="center">0.652<sup>c</sup></td>
</tr> <tr>
<td valign="top" align="left">BMI, kg/m<sup>2</sup></td>
<td valign="top" align="center">24.48 (3.06)</td>
<td valign="top" align="center">24.94 (2.60)</td>
<td valign="top" align="center">23.94 (3.60)</td>
<td valign="top" align="center">0.458<sup>a</sup></td>
</tr> <tr>
<td valign="top" align="left">Disease duration, years</td>
<td valign="top" align="center">1.25 (3.5)</td>
<td valign="top" align="center">1 (2.5)</td>
<td valign="top" align="center">2 (3.4)</td>
<td valign="top" align="center">0.172<sup>b</sup></td>
</tr> <tr>
<td valign="top" align="left">H-Y stage</td>
<td valign="top" align="center">2 (0)</td>
<td valign="top" align="center">2 (0)</td>
<td valign="top" align="center">2 (0.1)</td>
<td valign="top" align="center">0.398<sup>b</sup></td>
</tr> <tr>
<td valign="top" align="left">UPDRS III</td>
<td valign="top" align="center">19.73 (6.94)</td>
<td valign="top" align="center">18.08 (7.43)</td>
<td valign="top" align="center">21.70 (6.08)</td>
<td valign="top" align="center">0.232<sup>a</sup></td>
</tr> <tr>
<td valign="top" align="left">NMSQ</td>
<td valign="top" align="center">8.68 (4.49)</td>
<td valign="top" align="center">7.50 (4.40)</td>
<td valign="top" align="center">10.10 (4.38)</td>
<td valign="top" align="center"><bold>0.026</bold><sup><bold>a</bold></sup></td>
</tr> <tr>
<td valign="top" align="left">MoCA</td>
<td valign="top" align="center">27 (4)</td>
<td valign="top" align="center">25 (5)</td>
<td valign="top" align="center">27 (1)</td>
<td valign="top" align="center">0.130<sup>b</sup></td>
</tr> <tr>
<td valign="top" align="left">PDSS</td>
<td valign="top" align="center">112 (40)</td>
<td valign="top" align="center">132 (17)</td>
<td valign="top" align="center">94.5 (13)</td>
<td valign="top" align="center"><bold>0.001</bold><sup><bold>b</bold></sup></td>
</tr> <tr>
<td valign="top" align="left">PDQ-39</td>
<td valign="top" align="center">15.50 (41)</td>
<td valign="top" align="center">10 (21)</td>
<td valign="top" align="center">42.5 (38)</td>
<td valign="top" align="center"><bold>0.010</bold><sup><bold>b</bold></sup></td>
</tr> <tr>
<td valign="top" align="left">Sleep disorders, N (%)</td>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">RBD</td>
<td valign="top" align="center">16 (36.4%)</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">0.675<sup>c</sup></td>
</tr> <tr>
<td valign="top" align="left">PLMD</td>
<td valign="top" align="center">12 (27.3%)</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">0.646<sup>c</sup></td>
</tr>
<tr>
<td valign="top" align="left">OSA</td>
<td valign="top" align="center">12 (27.3%)</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0.162<sup>c</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>a</sup>Student&#x00027;s t-test, <sup>b</sup>Mann&#x02013;Whitney U-test, <sup>c</sup>chi-square test. Data with a superscript a are expressed as mean (standard deviation, SD), those with a superscript b as median (interquartile range, IQR), and those with a superscript c as number (percentage). Bold values indicate statistically significant differences (p &#x0003C; 0.05).</p>
<p>BMI, body mass index; H-Y stage, Hoehn&#x02013;Yahr stage; UPDRS-III, Unified Parkinson&#x00027;s Disease Rating Scale Part III; NMSQ, Non-motor Symptoms Questionnaire; MoCA, Montreal Cognitive Assessment; PDSS, Parkinson&#x00027;s Disease Sleep Scale; PDQ-39, Parkinson&#x00027;s Disease Questionnaire-39; RBD, rapid eye movement sleep behavior disorder; PLMD, periodic limb movement disorder; OSA, obstructive sleep apnea.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>3.2. Comparison of sleep scales</title>
<p>The scores of patients with and without various sleep disorders on two sleep scales were compared separately; the results are summarized in <xref ref-type="table" rid="T2">Table 2</xref>. No significant differences were found for RBD, PLMD, or OSA patients.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Comparison of sleep scales between different sleep disorders.</p></caption>
<table frame="box" rules="all">
<tbody>
<tr>
<td/>
<td valign="top" align="center">Without RBD</td>
<td valign="top" align="center">With RBD</td>
<td valign="top" align="center"><italic>P</italic></td>
</tr>
<tr>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="center">4 (6)</td>
<td valign="top" align="center">2 (7)</td>
<td valign="top" align="center">0.583<sup>b</sup></td>
</tr> <tr>
<td valign="top" align="left">PDSS</td>
<td valign="top" align="center">110.69 (22.33)</td>
<td valign="top" align="center">115.56 (24.45)</td>
<td valign="top" align="center">0.995<sup>a</sup></td>
</tr> <tr>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td/>
<td valign="top" align="center">Without PLMD</td>
<td valign="top" align="center">With PLMD</td>
<td valign="top" align="center"><italic>P</italic></td>
</tr> <tr>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="center">6.17 (4.81)</td>
<td valign="top" align="center">4.71 (3.52)</td>
<td valign="top" align="center">0.654<sup>a</sup></td>
</tr> <tr>
<td valign="top" align="left">PDSS</td>
<td valign="top" align="center">111 (24.1)</td>
<td valign="top" align="center">118.93 (18.71)</td>
<td valign="top" align="center">0.693<sup>a</sup></td>
</tr> <tr>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td/>
<td valign="top" align="center">Without OSA</td>
<td valign="top" align="center">With OSA</td>
<td valign="top" align="center"><italic>P</italic></td>
</tr> <tr>
<td valign="top" align="left">PSQI</td>
<td valign="top" align="center">6.63 (4.62)</td>
<td valign="top" align="center">4.43 (4.24)</td>
<td valign="top" align="center">0.148<sup>a</sup></td>
</tr>
<tr>
<td valign="top" align="left">PDSS</td>
<td valign="top" align="center">110.88 (20.89)</td>
<td valign="top" align="center">116.04 (27.1)</td>
<td valign="top" align="center">0.084<sup>a</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>a</sup>Student&#x00027;s t-test, <sup>b</sup>Mann&#x02013;Whitney U-test. Variables with a superscript a are expressed as mean (standard deviation, SD) and those with a superscript b as median (interquartile range, IQR). Bold values indicate statistically significant differences (p &#x0003C; 0.05).</p>
<p>PSQI, Pittsburgh Sleep Quality Index; PDSS, Parkinson&#x00027;s Disease Sleep Scale; RBD, rapid eye movement sleep behavior disorder; PLMD, periodic limb movement disorder; OSA, obstructive sleep apnea.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>3.3. Comparison of sleep parameters</title>
<p>Sleep parameters derived from PSG recordings are shown in <xref ref-type="table" rid="T3">Table 3</xref>. Poor sleepers differed significantly from good sleepers in terms of wake-up time after onset (WASO) and sleep efficiency (SE) (<italic>P</italic> = 0.008, <italic>P</italic> = 0.004, repetitively). There was no significant difference between the groups in total sleep time, sleep latency, REM latency, N1 sleep percentage, N2 sleep percentage, N3 sleep percentage, or the sleep disorder indices average heart rate (AHR), apnea&#x02013;hypopnea index (AHI), micro-arousal index (MAI), and periodic limb movement index (PLMI).</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Comparison of sleep parameters.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th/>
<th valign="top" align="center"><bold>Total</bold></th>
<th valign="top" align="center"><bold>Good sleepers</bold></th>
<th valign="top" align="center"><bold>Poor sleepers</bold></th>
<th valign="top" align="center"><bold><italic>P</italic></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">TST (SD), min</td>
<td valign="top" align="center">308.50 (110.70)</td>
<td valign="top" align="center">339.29 (99.66)</td>
<td valign="top" align="center">271.55 (116.94)</td>
<td valign="top" align="center">0.158<sup>a</sup></td>
</tr> <tr>
<td valign="top" align="left">WASO (SD), min</td>
<td valign="top" align="center">171.00 (79.12)</td>
<td valign="top" align="center">144.75 (49.87)</td>
<td valign="top" align="center">199.00 (64.75)</td>
<td valign="top" align="center"><bold>0.008</bold><sup><bold>b</bold></sup></td>
</tr> <tr>
<td valign="top" align="left">SE, %</td>
<td valign="top" align="center">53.84 (16.67)</td>
<td valign="top" align="center">58.18 (14.74)</td>
<td valign="top" align="center">48.64 (18.10)</td>
<td valign="top" align="center"><bold>0.004</bold><sup><bold>a</bold></sup></td>
</tr> <tr>
<td valign="top" align="left">SL(SD), min</td>
<td valign="top" align="center">23.00 (32.3)</td>
<td valign="top" align="center">27.50 (45.6)</td>
<td valign="top" align="center">23.00 (56.9)</td>
<td valign="top" align="center">0.974<sup>b</sup></td>
</tr> <tr>
<td valign="top" align="left">REML (SD), min</td>
<td valign="top" align="center">116.50 (198.5)</td>
<td valign="top" align="center">102.50 (88.0)</td>
<td valign="top" align="center">164.00 (349.3)</td>
<td valign="top" align="center">0.470<sup>b</sup></td>
</tr> <tr>
<td valign="top" align="left">REM Sleep% (SD), min</td>
<td valign="top" align="center">12.01 (8.25)</td>
<td valign="top" align="center">12.54 (9.67)</td>
<td valign="top" align="center">11.38 (6.61)</td>
<td valign="top" align="center">0.751<sup>a</sup></td>
</tr> <tr>
<td valign="top" align="left">N1 Sleep %</td>
<td valign="top" align="center">6.65 (12.30)</td>
<td valign="top" align="center">5.80 (12.30)</td>
<td valign="top" align="center">9.05 (12.78)</td>
<td valign="top" align="center">0.817<sup>b</sup></td>
</tr> <tr>
<td valign="top" align="left">N2 Sleep %</td>
<td valign="top" align="center">62.84 (12.43)</td>
<td valign="top" align="center">63.82 (13.30)</td>
<td valign="top" align="center">61.67 (11.90)</td>
<td valign="top" align="center">0.694<sup>a</sup></td>
</tr> <tr>
<td valign="top" align="left">N3 Sleep %</td>
<td valign="top" align="center">13.45 (27.50)</td>
<td valign="top" align="center">9.55 (27.05)</td>
<td valign="top" align="center">21.85 (22.28)</td>
<td valign="top" align="center">0.322<sup>b</sup></td>
</tr> <tr>
<td valign="top" align="left">AHR (SD)</td>
<td valign="top" align="center">60.39 (7.15)</td>
<td valign="top" align="center">59.88 (7.74)</td>
<td valign="top" align="center">61.00 (6.72)</td>
<td valign="top" align="center">0.725<sup>a</sup></td>
</tr> <tr>
<td valign="top" align="left">AH I(SD)</td>
<td valign="top" align="center">1.90 (7.0)</td>
<td valign="top" align="center">3.95 (8.0)</td>
<td valign="top" align="center">0.35 (3.3)</td>
<td valign="top" align="center">0.137<sup>b</sup></td>
</tr> <tr>
<td valign="top" align="left">MAI (SD)</td>
<td valign="top" align="center">12.95 (8.5)</td>
<td valign="top" align="center">15.80 (5.4)</td>
<td valign="top" align="center">9.7 (9.3)</td>
<td valign="top" align="center">0.974<sup>b</sup></td>
</tr>
<tr>
<td valign="top" align="left">PLMI (SD)</td>
<td valign="top" align="center">31.25 (59.98)</td>
<td valign="top" align="center">47.71 (78.20)</td>
<td valign="top" align="center">11.50 (11.24)</td>
<td valign="top" align="center">0.459<sup>a</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><sup>a</sup>Student&#x00027;s t-test, <sup>b</sup>Mann&#x02013;Whitney U-test. Variables with a superscript a are expressed as mean (standard deviation, SD) and those with a superscript b as median (interquartile range, IQR). Bold values indicate statistically significant differences (p &#x0003C; 0.05). The p-value was adjusted for the UPDRS-III score and H-Y stage.</p>
<p>TST, total sleep time, WASO, wake time after sleep onset, SE, sleep efficiency, SL, sleep latency, REM, rapid eye movement, REML, REM sleep latency, N1 sleep, NREM sleep stage 1, N2 sleep, NREM sleep stage 2, N3 sleep, NREM sleep stage 3, AHR, average heart rate, AHI, apnea&#x02013;hypopnea index, MAI, micro-arousal index, PLMI, periodic limb movement index.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>3.4. Correlations between sleep architecture and clinical features</title>
<p>The correlations between sleep parameters and clinical features are presented in <xref ref-type="table" rid="T4">Table 4</xref>. For good sleepers, increasing MAI was related to higher UPDRS-III scores (r = 0.680, <italic>P</italic> = 0.015), and N1 sleep percentage increased with NMSQ scores (r = &#x02212;0.564, <italic>P</italic> = 0.036). For poor sleepers, longer WASO was associated with higher UPDRS-III scores (r = 0.640, P = 0.006), PLMI increased with NMSQ scores (r = 0.644, <italic>P</italic> = 0.014), and lower N2 sleep percentage was related to higher PDQ-39 scores (r = &#x02212;0.685, <italic>P</italic> = 0.029). We also observed that REM sleep latency increased with the H-Y stage in poor sleepers (r = &#x02212;0.696, <italic>P</italic> = 0.025).</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Correlations between different sleep parameters and clinical features.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th/>
<th valign="top" align="center" colspan="8"><bold>Good sleepers</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<td/>
<td valign="top" align="center" colspan="2"><bold>H-Y stage</bold></td>
<td valign="top" align="center" colspan="2"><bold>UPDRS-III</bold></td>
<td valign="top" align="center" colspan="2"><bold>NMSQ score</bold></td>
<td valign="top" align="center" colspan="2"><bold>PDQ-39</bold></td>
</tr>
 <tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<td/>
<td valign="top" align="center"><bold>r</bold></td>
<td valign="top" align="center"><italic><bold>p</bold></italic></td>
<td valign="top" align="center"><bold>r</bold></td>
<td valign="top" align="center"><italic><bold>p</bold></italic></td>
<td valign="top" align="center"><bold>r</bold></td>
<td valign="top" align="center"><italic><bold>p</bold></italic></td>
<td valign="top" align="center"><bold>r</bold></td>
<td valign="top" align="center"><italic><bold>p</bold></italic></td>
</tr> <tr>
<td valign="top" align="left">TST</td>
<td valign="top" align="center">0.063</td>
<td valign="top" align="center">0.846</td>
<td valign="top" align="center">0.088</td>
<td valign="top" align="center">0.786</td>
<td valign="top" align="center">&#x02212;0.091</td>
<td valign="top" align="center">0.778</td>
<td valign="top" align="center">0.174</td>
<td valign="top" align="center">0.589</td>
</tr> <tr>
<td valign="top" align="left">WASO</td>
<td valign="top" align="center">0.209</td>
<td valign="top" align="center">0.514</td>
<td valign="top" align="center">&#x02212;0.049</td>
<td valign="top" align="center">0.880</td>
<td valign="top" align="center">&#x02212;0.361</td>
<td valign="top" align="center">0.249</td>
<td valign="top" align="center">&#x02212;0.298</td>
<td valign="top" align="center">0.346</td>
</tr> <tr>
<td valign="top" align="left">SE</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">0.175</td>
<td valign="top" align="center">0.586</td>
<td valign="top" align="center">&#x02212;0.086</td>
<td valign="top" align="center">0.791</td>
<td valign="top" align="center">0.204</td>
<td valign="top" align="center">0.526</td>
</tr> <tr>
<td valign="top" align="left">SL</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">&#x02212;0.221</td>
<td valign="top" align="center">0.491</td>
<td valign="top" align="center">0.264</td>
<td valign="top" align="center">0.406</td>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">0.948</td>
</tr> <tr>
<td valign="top" align="left">REML</td>
<td valign="top" align="center">&#x02212;0.238</td>
<td valign="top" align="center">0.480</td>
<td valign="top" align="center">&#x02212;0.478</td>
<td valign="top" align="center">0.128</td>
<td valign="top" align="center">0.121</td>
<td valign="top" align="center">0.722</td>
<td valign="top" align="center">&#x02212;0.064</td>
<td valign="top" align="center">0.852</td>
</tr> <tr>
<td valign="top" align="left">REM Sleep%</td>
<td valign="top" align="center">0.042</td>
<td valign="top" align="center">0.897</td>
<td valign="top" align="center">0.530</td>
<td valign="top" align="center">0.058</td>
<td valign="top" align="center">&#x02212;0.007</td>
<td valign="top" align="center">0.982</td>
<td valign="top" align="center">0.119</td>
<td valign="top" align="center">0.712</td>
</tr> <tr>
<td valign="top" align="left">N1 Sleep %</td>
<td valign="top" align="center">0.376</td>
<td valign="top" align="center">0.228</td>
<td valign="top" align="center">0.070</td>
<td valign="top" align="center">0.829</td>
<td valign="top" align="center"><bold>&#x02212;0.564</bold></td>
<td valign="top" align="center"><bold>0.036</bold></td>
<td valign="top" align="center">&#x02212;0.396</td>
<td valign="top" align="center">0.202</td>
</tr> <tr>
<td valign="top" align="left">N2 Sleep %</td>
<td valign="top" align="center">&#x02212;0.167</td>
<td valign="top" align="center">0.603</td>
<td valign="top" align="center">0.088</td>
<td valign="top" align="center">0.787</td>
<td valign="top" align="center">&#x02212;0.236</td>
<td valign="top" align="center">0.461</td>
<td valign="top" align="center">&#x02212;0.088</td>
<td valign="top" align="center">0.786</td>
</tr> <tr>
<td valign="top" align="left">N3 Sleep %</td>
<td valign="top" align="center">&#x02212;0.168</td>
<td valign="top" align="center">0.603</td>
<td valign="top" align="center">&#x02212;0.309</td>
<td valign="top" align="center">0.329</td>
<td valign="top" align="center">0.564</td>
<td valign="top" align="center">0.056</td>
<td valign="top" align="center">0.446</td>
<td valign="top" align="center">0.146</td>
</tr> <tr>
<td valign="top" align="left">AHR</td>
<td valign="top" align="center">&#x02212;0.376</td>
<td valign="top" align="center">0.228</td>
<td valign="top" align="center">&#x02212;0.553</td>
<td valign="top" align="center">0.062</td>
<td valign="top" align="center">&#x02212;0.472</td>
<td valign="top" align="center">0.077</td>
<td valign="top" align="center">&#x02212;0.533</td>
<td valign="top" align="center">0.074</td>
</tr> <tr>
<td valign="top" align="left">AHI</td>
<td valign="top" align="center">&#x02212;0.021</td>
<td valign="top" align="center">0.948</td>
<td valign="top" align="center">0.268</td>
<td valign="top" align="center">0.399</td>
<td valign="top" align="center">&#x02212;0.268</td>
<td valign="top" align="center">0.399</td>
<td valign="top" align="center">&#x02212;0.308</td>
<td valign="top" align="center">0.331</td>
</tr> <tr>
<td valign="top" align="left">MAI</td>
<td valign="top" align="center">0.125</td>
<td valign="top" align="center">0.698</td>
<td valign="top" align="center"><bold>0.680</bold></td>
<td valign="top" align="center"><bold>0.015</bold></td>
<td valign="top" align="center">0.043</td>
<td valign="top" align="center">0.895</td>
<td valign="top" align="center">0.270</td>
<td valign="top" align="center">0.396</td>
</tr> <tr>
<td valign="top" align="left">PLMI</td>
<td valign="top" align="center">&#x02212;0.042</td>
<td valign="top" align="center">0.897</td>
<td valign="top" align="center">0.172</td>
<td valign="top" align="center">0.594</td>
<td valign="top" align="center">0.134</td>
<td valign="top" align="center">0.320</td>
<td valign="top" align="center">&#x02212;0.053</td>
<td valign="top" align="center">0.871</td>
</tr> <tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<td/>
<td valign="top" align="center" colspan="8"><bold>Poor sleepers</bold></td>
</tr> <tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<td/>
<td valign="top" align="center" colspan="2"><bold>H-Y stage</bold></td>
<td valign="top" align="center" colspan="2"><bold>UPDRS-III</bold></td>
<td valign="top" align="center" colspan="2"><bold>NMSQ score</bold></td>
<td valign="top" align="center" colspan="2"><bold>PDQ-39 score</bold></td>
</tr> <tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<td/>
<td valign="top" align="center"><bold>r</bold></td>
<td valign="top" align="center"><italic><bold>p</bold></italic></td>
<td valign="top" align="center"><bold>r</bold></td>
<td valign="top" align="center"><italic><bold>p</bold></italic></td>
<td valign="top" align="center"><bold>r</bold></td>
<td valign="top" align="center"><italic><bold>p</bold></italic></td>
<td valign="top" align="center"><bold>r</bold></td>
<td valign="top" align="center"><italic><bold>P</bold></italic></td>
</tr> <tr>
<td valign="top" align="left">TST</td>
<td valign="top" align="center">&#x02212;0.609</td>
<td valign="top" align="center">0.062</td>
<td valign="top" align="center">&#x02212;0.293</td>
<td valign="top" align="center">0.412</td>
<td valign="top" align="center">&#x02212;0.301</td>
<td valign="top" align="center">0.399</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">0.987</td>
</tr> <tr>
<td valign="top" align="left">WASO</td>
<td valign="top" align="center">0.609</td>
<td valign="top" align="center">0.062</td>
<td valign="top" align="center"><bold>0.640</bold></td>
<td valign="top" align="center"><bold>0.006</bold></td>
<td valign="top" align="center">0.153</td>
<td valign="top" align="center">0.672</td>
<td valign="top" align="center">&#x02212;0.067</td>
<td valign="top" align="center">0.855</td>
</tr> <tr>
<td valign="top" align="left">SE</td>
<td valign="top" align="center">&#x02212;0.609</td>
<td valign="top" align="center">0.062</td>
<td valign="top" align="center">&#x02212;0.524</td>
<td valign="top" align="center">0.120</td>
<td valign="top" align="center">&#x02212;0.129</td>
<td valign="top" align="center">0.723</td>
<td valign="top" align="center">&#x02212;0.067</td>
<td valign="top" align="center">0.855</td>
</tr> <tr>
<td valign="top" align="left">SL</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">0.390</td>
<td valign="top" align="center">0.265</td>
<td valign="top" align="center">&#x02212;0.288</td>
<td valign="top" align="center">0.419</td>
<td valign="top" align="center">&#x02212;0.176</td>
<td valign="top" align="center">0.627</td>
</tr> <tr>
<td valign="top" align="left">REML</td>
<td valign="top" align="center">0.274</td>
<td valign="top" align="center">0.476</td>
<td valign="top" align="center">0.151</td>
<td valign="top" align="center">0.699</td>
<td valign="top" align="center">&#x02212;0.201</td>
<td valign="top" align="center">0.604</td>
<td valign="top" align="center">&#x02212;0.283</td>
<td valign="top" align="center">0.460</td>
</tr> <tr>
<td valign="top" align="left">REM Sleep%</td>
<td valign="top" align="center"><bold>&#x02212;0.696</bold></td>
<td valign="top" align="center"><bold>0.025</bold></td>
<td valign="top" align="center">&#x02212;0.354</td>
<td valign="top" align="center">0.316</td>
<td valign="top" align="center">&#x02212;0.166</td>
<td valign="top" align="center">0.647</td>
<td valign="top" align="center">0.382</td>
<td valign="top" align="center">0.276</td>
</tr> <tr>
<td valign="top" align="left">N1 Sleep %</td>
<td valign="top" align="center">&#x02212;0.087</td>
<td valign="top" align="center">0.811</td>
<td valign="top" align="center">&#x02212;0.134</td>
<td valign="top" align="center">0.712</td>
<td valign="top" align="center">0.522</td>
<td valign="top" align="center">0.122</td>
<td valign="top" align="center">0.442</td>
<td valign="top" align="center">0.200</td>
</tr> <tr>
<td valign="top" align="left">N2 Sleep %</td>
<td valign="top" align="center">0.348</td>
<td valign="top" align="center">0.324</td>
<td valign="top" align="center">0.317</td>
<td valign="top" align="center">0.372</td>
<td valign="top" align="center">&#x02212;0.313</td>
<td valign="top" align="center">0.379</td>
<td valign="top" align="center"><bold>&#x02212;0.685</bold></td>
<td valign="top" align="center"><bold>0.029</bold></td>
</tr> <tr>
<td valign="top" align="left">N3 Sleep %</td>
<td valign="top" align="center">0.087</td>
<td valign="top" align="center">0.811</td>
<td valign="top" align="center">&#x02212;0.152</td>
<td valign="top" align="center">0.674</td>
<td valign="top" align="center">0.252</td>
<td valign="top" align="center">0.483</td>
<td valign="top" align="center">0.212</td>
<td valign="top" align="center">0.556</td>
</tr> <tr>
<td valign="top" align="left">AHR</td>
<td valign="top" align="center">&#x02212;0.225</td>
<td valign="top" align="center">0.533</td>
<td valign="top" align="center">0.567</td>
<td valign="top" align="center">0.055</td>
<td valign="top" align="center">0.070</td>
<td valign="top" align="center">0.848</td>
<td valign="top" align="center">0.600</td>
<td valign="top" align="center">0.067</td>
</tr> <tr>
<td valign="top" align="left">AHI</td>
<td valign="top" align="center">0.301</td>
<td valign="top" align="center">0.064</td>
<td valign="top" align="center">&#x02212;0.043</td>
<td valign="top" align="center">0.043</td>
<td valign="top" align="center">&#x02212;0.488</td>
<td valign="top" align="center">0.153</td>
<td valign="top" align="center">0.524</td>
<td valign="top" align="center">0.120</td>
</tr> <tr>
<td valign="top" align="left">MAI</td>
<td valign="top" align="center">&#x02212;0.522</td>
<td valign="top" align="center">0.122</td>
<td valign="top" align="center">0.232</td>
<td valign="top" align="center">0.519</td>
<td valign="top" align="center">0.544</td>
<td valign="top" align="center">0.054</td>
<td valign="top" align="center">0.067</td>
<td valign="top" align="center">0.855</td>
</tr>
<tr>
<td valign="top" align="left">PLMI</td>
<td valign="top" align="center">0.435</td>
<td valign="top" align="center">0.209</td>
<td valign="top" align="center">0.134</td>
<td valign="top" align="center">0.712</td>
<td valign="top" align="center"><bold>0.644</bold></td>
<td valign="top" align="center"><bold>0.014</bold></td>
<td valign="top" align="center">0.164</td>
<td valign="top" align="center">0.651</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Bold values indicate statistically significant differences (p &#x0003C; 0.05).</p>
<p>H-Y stage, Hoehn&#x02013;Yahr stage; UPDRS-III, Unified Parkinson&#x00027;s Disease Rating Scale Part III; NMSQ, Non-motor Symptoms Questionnaire; PDQ-39, Parkinson&#x00027;s Disease Questionnaire-39; TST, total sleep time, WASO, wake time after sleep onset, SE, sleep efficiency, SL, sleep latency, REM, rapid eye movement, REML, REM sleep latency, N1 sleep, NREM sleep stage 1, N2 sleep, NREM sleep stage 2, N3 sleep, NREM sleep stage 3, AHR, average heart rate, AHI, apnea&#x02013;hypopnea index, MAI, micro-arousal index, PLMI, periodic limb movement index.</p>
</table-wrap-foot>
</table-wrap>
<p>The regression analysis between clinical features and associated sleep parameters is summarized in <xref ref-type="table" rid="T5">Table 5</xref>. In good sleepers, MAI explained 46.8% of UPDRS-III variation (<italic>P</italic> = 0.003, R<sup>2</sup> = 0.468), and N1 sleep percentage explained 33.4% of NMSQ variation. For patients with poor sleep quality, PLMI accounted for 31.6% of NMSQ variation (<italic>P</italic> = 0.033, R<sup>2</sup> = 0.316), and N2 sleep percentage accounted for 36.7% of PDQ-39 variation (<italic>P</italic>= 0.037, R<sup>2</sup> = 0.367).</p>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>Linear regression analysis in good sleepers and in poor sleepers.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th/>
<th valign="top" align="center"><bold>B</bold></th>
<th valign="top" align="center"><bold>&#x003B2;</bold></th>
<th valign="top" align="center"><bold>t</bold></th>
<th valign="top" align="center"><bold><italic>p</italic></bold></th>
<th valign="top" align="center"><bold>F</bold></th>
<th valign="top" align="center"><bold>Adjusted R<sup>2</sup></bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="7"><bold>Good sleepers</bold></td>
</tr> <tr>
<td valign="top" align="left">UPDRS-III</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">MAI</td>
<td valign="top" align="center">0.897</td>
<td valign="top" align="center">0.718</td>
<td valign="top" align="center">3.265</td>
<td valign="top" align="center">0.009</td>
<td valign="top" align="center">10.660</td>
<td valign="top" align="center">0.468</td>
</tr> <tr>
<td valign="top" align="left">NMSQ score</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">N1%</td>
<td valign="top" align="center">&#x02212;0.319</td>
<td valign="top" align="center">&#x02212;0.628</td>
<td valign="top" align="center">&#x02212;2.554</td>
<td valign="top" align="center">0.029</td>
<td valign="top" align="center">6.522</td>
<td valign="top" align="center">0.334</td>
</tr> <tr>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr> <tr style="background-color:#dee1e1">
<td valign="top" align="left" colspan="7"><bold>Poor sleepers</bold></td>
</tr> <tr>
<td valign="top" align="left">NMSQ score</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr> <tr>
<td valign="top" align="left">PLMI</td>
<td valign="top" align="center">0.244</td>
<td valign="top" align="center">0.626</td>
<td valign="top" align="center">2.272</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">5.163</td>
<td valign="top" align="center">0.316</td>
</tr> <tr>
<td valign="top" align="left">PDQ-39 score</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">N2%</td>
<td valign="top" align="center">&#x02212;1.106</td>
<td valign="top" align="center">0.444</td>
<td valign="top" align="center">&#x02212;0.661</td>
<td valign="top" align="center">0.037</td>
<td valign="top" align="center">6.210</td>
<td valign="top" align="center">0.367</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>The p-value has been calculated using a linear logistic regression analysis.</p>
<p>UPDRS-III, Unified Parkinson&#x00027;s Disease Rating Scale Part III; NMSQ, Non-motor Symptoms Questionnaire; PDQ-39, Parkinson&#x00027;s Disease Questionnaire-39; N1 sleep, NREM sleep stage 1, N2 sleep, NREM sleep stage 2, MAI, micro-arousal index, PLMI, periodic limb movement index.</p>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4">
<title>4. Discussion</title>
<p>A total of 44 patients were enrolled in this study, including 24 (54.5%) in the good sleeper group and 20 (45.5%) in the poor sleeper group. We observed that poor sleepers had severe non-motor symptoms and poor quality of life. They had longer wake-up times and lower sleep efficiency during night sleep according to PSG results. Furthermore, we found significant associations between nocturnal arousal events and motor symptom scores in all drug-naive PD patients. Our findings provide new insights into sleep problems in Parkinson&#x00027;s disease.</p>
<p>Our study evaluated the prevalence of three major sleep disorders in PD, including RBD (36.4%), PLMD (27.3%), and OSA (27.3%). The results are consistent with the frequencies reported in previous studies (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). We did not find significant differences in PSQI or PDSS scores between the groups with and without these three sleep disorders. The results are consistent with those reported in some studies (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>), but contrary to other studies (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>). Differences between the results obtained in this study and other studies may be explained by the possible coexistence of other sleep problems in different PD cohorts and by the fact that only one or two questions on the PSQI and PDSS scales are strongly associated with specific types of sleep disorders. A previous study that tested the criterion validity of the PSQI in diagnosing the sleep disorders mentioned above found that it was not highly accurate for predicting the existence of these disorders (<xref ref-type="bibr" rid="B35">35</xref>). Thus, the PSQI is more suitable for screening for the presence of sleep alterations than for diagnosing specific types of sleep disorders. In our study, we divided the patients into two groups based on their PSQI scores. We compared the distribution of sleep disorders in good and poor sleepers, and no significant difference was found.</p>
<p>Changes in PSG in our study focused on drug-naive PD patients. After considering the distribution of different sleep disorders, we wanted to investigate the features of disturbed objective sleep parameters in patients suffering from reduced subjective sleep quality. Previous studies have reported that, compared with healthy controls, there were significant differences in sleep architecture patterns in PD patients (<xref ref-type="bibr" rid="B16">16</xref>); these differences include a decrease in TST, SE, N2 sleep percentage, and REM sleep percentage and an increase in WASO, N1 sleep percentage, REM sleep latency, and PLMI. Our study compared the sleep structure between good and poor sleepers in drug-naive patients. We observed that as patients&#x00027; sleep quality began to decline, the main changes were longer wake-up times after falling asleep and lower sleep efficiency. The differences in the findings may be explained by the progression of the disease and the use of anti-PD medication. In terms of neuropathologic evidence, sleep&#x02013;wake disturbances in PD may reflect disruption of the neural circuitry that controls circadian rhythms (<xref ref-type="bibr" rid="B6">6</xref>). Altered peripheral clock gene expression and decreased function of the hypothalamic suprachiasmatic nucleus (SCN) are believed to be responsible for reduced melatonin output and sleep&#x02013;wake disruption in PD patients (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>). Our results also revealed significant associations between the percentage of REM sleep and the H-Y stage in poor sleepers. Sleep-controlling neurons have recently been reported to be sensitive and vulnerable to &#x003B1;-synuclein (<xref ref-type="bibr" rid="B38">38</xref>), and the spread of pathology to the coeruleus/subcoeruleus complex may further disrupt REM sleep (<xref ref-type="bibr" rid="B39">39</xref>&#x02013;<xref ref-type="bibr" rid="B41">41</xref>). With regard to anti-PD medication, one study has reported that higher amounts of dopaminergic medications, especially L-dopa, were related to sleep fragmentation and insomnia (<xref ref-type="bibr" rid="B42">42</xref>). These changes have been described as a progressive destructuring of the sleep structure (<xref ref-type="bibr" rid="B43">43</xref>). The mechanisms underlying sleep disturbances in PD remain speculative. Our observations may be an early objective manifestation of sleep disturbance in original ecological patients.</p>
<p>We consider sleep disturbances an integral part of PD rather than comorbidity. Our research explored the association between sleep parameters and typical clinical characteristics of PD, including the H-Y stage, the UPDRS-III score, the NMSQ score, and the PDQ-39 score. We also conducted an analysis of correlations between disease and PSG parameters, and no significant correlations were found. However, we observed that MAI was positively related to the UPDRS-III score in good sleepers and that WASO increased with the UPDRS-III score in poor sleepers. Both MAI and WASO were nocturnal arousal events, and dopamine may play a crucial role in the close association between these events and motor dysfunction. As we all know, PD is characterized by a progressive loss of dopaminergic neurons in the substantia nigra, and its metabolism and activity are also strongly influenced by the circadian clock (<xref ref-type="bibr" rid="B44">44</xref>). On the contrary, sleep dysfunction can disrupt the circadian rhythms that are generated by SCN, and the dysfunction of sleep and peripheral clocks, such as those in microglial and neuronal cells, leads to subsequent changes within and outside of the brain, including neuroinflammation, increased oxidative stress, and reduced metabolic clearance. These outcomes have been proposed to exacerbate Parkinson&#x00027;s disease progression (<xref ref-type="bibr" rid="B45">45</xref>&#x02013;<xref ref-type="bibr" rid="B48">48</xref>). Therefore, the increase in nocturnal arousal events may be of great value in predicting the progression of motor dysfunction in PD. Our recent study found that N3 sleep (slow-wave sleep, SWS) is one of the important risk factors in PD patients with hallucinations (<xref ref-type="bibr" rid="B49">49</xref>). The deconstruction of the sleep structure is a process affected by many complex factors. The decrease in light sleep (including N1 sleep and N2 sleep) in the early stages of the disease causes more daytime fatigue. This may aggravate non-motor symptoms or quality of life burden in drug-naive PD patients.</p>
<p>Periodic limb movements during sleep (PLMS) have been reported to be associated with greater symptom severity, more subjective sleep disturbance, and decreased quality of life in PD patients (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B50">50</xref>). We did not observe significant differences in PLMI variation in drug-naive PD patients with different subjective sleep quality. However, our results revealed an association between PLMI and non-motor symptoms in drug-naive patients with poor sleep quality. Evidence has confirmed that there are common pathophysiological pathways between PLMS and PD (<xref ref-type="bibr" rid="B51">51</xref>). Nigrostriatal degeneration may promote PLMS, whereas dopaminergic enhancement may control PLMS. In our drug-naive PD cohort, the regression model suggested that increasing PLMI was an independent variable predicting a higher NMSQ score in poor sleepers.</p>
<p>Several methodological considerations should be mentioned. First, although there have been some studies investigating the characteristics of objective sleep parameters in drug-naive PD patients, we conducted a more comprehensive clinical evaluation of these patients and further explored the relationship between sleep parameters and clinical features. Second, our study was based on PSG data. The majority of published studies related to sleep problems used subjective tools to measure sleep quality, while only a few such studies used objective methods. However, patients in our study did not undergo a second PSG examination to eliminate the first-night effect, which should be considered as a methodological and ethnic bias. In addition, we did not include healthy controls with and without sleep disorders such as OSA, RBD, and PLMS. Finally, our cohort consisted of a relatively small number of patients and was recruited in a single center. Further studies should include larger cohorts and conduct longitudinal follow-ups to confirm the correlations between sleep parameters and clinical characteristics.</p>
</sec>
<sec id="s5">
<title>5. Conclusions</title>
<p>Our results showed that more than 50% of drug-naive PD patients have poor subjective sleep quality, mainly manifested by increased nocturnal awakening time and decreased sleep efficiency. Poor sleepers have severe non-motor symptoms and poor quality of life. Nocturnal arousal events, including MAI and WASO, may predict the progression of motor dysfunction. We provide new evidence for associations between sleep parameters and clinical characteristics in PD patients before they begin medication interference.</p>
</sec>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>The study was approved by the Ethics Committee of the Affiliated Brain Hospital of Nanjing Medical University. All procedures were in accordance with the Declaration of Helsinki.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>YJ and LZ conceived and designed the study. LZ, XJ, and JY obtained the funding. YJ, SZ, RG, YW, YC, DL, JZ, XJ, BS, and YP collected the data. YJ, SZ, RG, and YP conducted the data analysis. YJ drafted the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>This study was supported by the National Natural Science Foundation of China (grant number 82171249), the Jiangsu Provincial Cadre Health Projects (grant number BJ20005), the Special Funds of the Jiangsu Provincial Key Research and Development Program (grant number BE2019612), the Jiangsu Province Elderly Health Project (grant number LD2021013), the Nanjing Medical Science and Technology Development Foundation (grant number QRX17026), and the Nanjing Rehabilitation Medicine Center Project (grant number is not available).</p>
</sec>
<ack><p>We thank the patients and their families for their participation in this study. We appreciate the help of Dr. Zhuang Wu and Dr. Min Zhong for their useful suggestions.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>

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