<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//TaxonX//DTD Taxonomic Treatment Publishing DTD v0 20100105//EN" "https://foliamedica.bg/nlm/tax-treatment-NS0.dtd">
<article xmlns:tp="http://www.plazi.org/taxpub" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" article-type="research-article" xml:lang="en">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">87</journal-id>
      <journal-id journal-id-type="index">urn:lsid:arphahub.com:pub:A116C711-4C18-5A38-8F1E-5E97753A8A64</journal-id>
      <journal-title-group>
        <journal-title xml:lang="en">Folia Medica</journal-title>
        <abbrev-journal-title xml:lang="en">FM</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="ppub">0204-8043</issn>
      <issn pub-type="epub">1314-2143</issn>
      <publisher>
        <publisher-name>Plovdiv Medical University</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.3897/folmed.68.e193687</article-id>
      <article-id pub-id-type="publisher-id">193687</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Article</subject>
        </subj-group>
        <subj-group subj-group-type="scientific_subject">
          <subject>Neurology</subject>
          <subject>Psychiatry</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Altered sleep architecture in chronic insomnia and its phenotypes: polysomnographic correlates and associations with insomnia severity and depressive symptoms</article-title>
      </title-group>
      <contrib-group content-type="authors">
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Georgiev</surname>
            <given-names>Todor</given-names>
          </name>
          <email xlink:type="simple">tgeorgiev@pathophysiology.info</email>
          <uri content-type="orcid">https://orcid.org/0000-0002-3220-6703</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Terziyski</surname>
            <given-names>Kiril</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0003-1314-7039</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
      </contrib-group>
      <aff id="A1">
        <label>1</label>
        <addr-line content-type="verbatim">Department of Pathophysiology, Faculty of Medicine, Medical University of Plovdiv, Plovdiv, Bulgaria</addr-line>
        <institution>Medical University of Plovdiv</institution>
        <addr-line content-type="city">Plovdiv</addr-line>
        <country>Bulgaria</country>
      </aff>
      <author-notes>
        <fn fn-type="corresp">
          <p><bold>Corresponding author</bold>: Todor Georgiev, Department of Pathophysiology, Faculty of Medicine, Medical University of Plovdiv, 15A Vassil Aprilov Blvd., 4002 Plovdiv, Bulgaria; E-mail: <email xlink:type="simple">tgeorgiev@pathophysiology.info</email>; Tel: +359 886 416 448</p>
        </fn>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2026</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>30</day>
        <month>04</month>
        <year>2026</year>
      </pub-date>
      <volume>68</volume>
      <issue>2</issue>
      <elocation-id>e193687</elocation-id>
      <uri content-type="arpha" xlink:href="http://openbiodiv.net/5786AC67-F67F-5771-8630-EF38A20BABEB">5786AC67-F67F-5771-8630-EF38A20BABEB</uri>
      <history>
        <date date-type="received">
          <day>30</day>
          <month>03</month>
          <year>2026</year>
        </date>
        <date date-type="accepted">
          <day>08</day>
          <month>04</month>
          <year>2026</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>Todor Georgiev, Kiril Terziyski</copyright-statement>
        <license license-type="creative-commons-attribution" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
          <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
        </license>
      </permissions>
      <abstract>
        <label>Abstract</label>
        <p><bold>Aim</bold>: The aim of this study was to evaluate clinical and polysomnographic differences in sleep architecture between patients with chronic insomnia (<abbrev xlink:title="chronic insomnia">CI</abbrev>) and healthy controls (<abbrev xlink:title="healthy controls">HC</abbrev>), as well as between <abbrev xlink:title="chronic insomnia">CI</abbrev> phenotypes with short and normal sleep duration.</p>
        <p><bold>Materials and methods</bold>: This cross-sectional study included 35 patients with <abbrev xlink:title="chronic insomnia">CI</abbrev> and 27 age- and sex-matched <abbrev xlink:title="healthy controls">HC</abbrev>. All participants completed the Insomnia Severity Index (<abbrev xlink:title="Insomnia Severity Index">ISI</abbrev>) and Beck Depression Inventory (<abbrev xlink:title="Beck Depression Inventory">BDI</abbrev>) and underwent single-night home polysomnography. Based on 14-day sleep diaries, patients were categorized into insomnia with self-reported short sleep duration (<abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev>; &lt;6 h) and insomnia with self-reported normal sleep duration (<abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev>; ≥6 h). Group comparisons and correlation analyses were performed.</p>
        <p><bold>Results</bold>: Compared with <abbrev xlink:title="healthy controls">HC</abbrev>, <abbrev xlink:title="chronic insomnia">CI</abbrev> patients showed significantly higher <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> and <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> scores, increased total wake time (<abbrev xlink:title="total wake time">TWT</abbrev>), wake after sleep onset (<abbrev xlink:title="wake after sleep onset">WASO</abbrev>), and N2 sleep duration, along with reduced N3 sleep and sleep efficiency (<abbrev xlink:title="sleep efficiency">SE</abbrev>). No significant differences were observed in total sleep time or sleep latency. <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev> patients demonstrated significantly higher questionnaire scores, shorter <abbrev xlink:title="total sleep time">TST</abbrev>, and reduced REM sleep compared with <abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev>. <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> correlated positively with <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev>, <abbrev xlink:title="total wake time">TWT</abbrev>, <abbrev xlink:title="sleep latency">SL</abbrev>, and <abbrev xlink:title="wake after sleep onset">WASO</abbrev> and negatively with sleep efficiency.</p>
        <p><bold>Conclusion</bold>: <abbrev xlink:title="chronic insomnia">CI</abbrev> is associated with objective alterations in sleep architecture, particularly increased nocturnal wakefulness and reduced deep sleep. The <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev> phenotype appears clinically more severe, with greater symptom burden and reduced REM sleep, supporting the value of combining subjective and objective measures in insomnia phenotyping.</p>
      </abstract>
      <kwd-group>
        <label>Keywords</label>
        <kwd>objective sleep measures</kwd>
        <kwd>short sleep duration</kwd>
        <kwd>sleep macrostructure</kwd>
        <kwd>sleep phenotyping</kwd>
        <kwd>sleep state misperception</kwd>
      </kwd-group>
    </article-meta>
    <notes>
      <sec sec-type="Citation" id="sec1">
        <title>Citation</title>
        <p>Georgiev T, Terziyski K. Altered sleep architecture in chronic insomnia and its phenotypes: polysomnographic correlates and associations with insomnia severity and depressive symptoms. Folia Med (Plovdiv) 2026;68(2):е193687. <ext-link ext-link-type="doi" xlink:href="10.3897/folmed.68.e193687">doi: 10.3897/folmed.68.e193687</ext-link>.</p>
      </sec>
    </notes>
  </front>
  <body>
    <sec sec-type="Introduction" id="sec2">
      <title>Introduction</title>
      <p>The third edition of the International Classification of Sleep Disorders (<abbrev xlink:title="International Classification of Sleep Disorders">ICSD</abbrev>-III) identifies chronic insomnia (<abbrev xlink:title="chronic insomnia">CI</abbrev>) as a diagnostic category on its own, rather than a core symptom of impaired sleep.<sup>[<xref ref-type="bibr" rid="B1">1</xref>]</sup><abbrev xlink:title="chronic insomnia">CI</abbrev> is positioned as an important public health concern, commonly associated with somatic and/or psychiatric diseases, with the relation oftentimes being bidirectional.<sup>[<xref ref-type="bibr" rid="B2">2</xref>,<xref ref-type="bibr" rid="B3">3</xref>]</sup> The established diagnostic algorithm for <abbrev xlink:title="chronic insomnia">CI</abbrev> is based on comprehensive general medical and sleep-focused history (standard, high level of recommendation).‌<sup>[<xref ref-type="bibr" rid="B1">1</xref>,<xref ref-type="bibr" rid="B4">4</xref>]</sup> Polysomnography (<abbrev xlink:title="Polysomnography">PSG</abbrev>) is not indicated for the routine evaluation of <abbrev xlink:title="chronic insomnia">CI</abbrev>, yet objectively measured <abbrev xlink:title="Polysomnography">PSG</abbrev> parameters have provided new insights into <abbrev xlink:title="chronic insomnia">CI</abbrev> phenotypes.<sup>[<xref ref-type="bibr" rid="B5">5</xref>]</sup></p>
      <p>The main <abbrev xlink:title="Polysomnography">PSG</abbrev> findings in <abbrev xlink:title="chronic insomnia">CI</abbrev> include reduced total sleep time (<abbrev xlink:title="total sleep time">TST</abbrev>), prolonged sleep latency (<abbrev xlink:title="sleep latency">SL</abbrev>), shortened deep sleep (N3), and increased frequency of micro-arousals.<sup>[<xref ref-type="bibr" rid="B6">6</xref>,<xref ref-type="bibr" rid="B7">7</xref>]</sup> Despite these consistent findings, some authors report no statistically significant differences in objectively measured sleep duration or <abbrev xlink:title="sleep latency">SL</abbrev> between patients and healthy controls, though subjective reports indicate shorter <abbrev xlink:title="total sleep time">TST</abbrev> and prolonged <abbrev xlink:title="sleep latency">SL</abbrev>, reflecting the phenomenon of sleep state misperception (<abbrev xlink:title="sleep state misperception">SSM</abbrev>).<sup>[<xref ref-type="bibr" rid="B8">8</xref>]</sup> Additionally, several authors have identified features characteristic of disturbed REM sleep in <abbrev xlink:title="chronic insomnia">CI</abbrev>.<sup>[<xref ref-type="bibr" rid="B9">9</xref>,<xref ref-type="bibr" rid="B10">10</xref>]</sup> These findings, collectively referred to as “REM sleep instability,” are characterized by shortened and fragmented REM, which may represent a substrate for <abbrev xlink:title="sleep state misperception">SSM</abbrev>, as it promotes increased vulnerability to both internal and external arousing stimuli.<sup>[<xref ref-type="bibr" rid="B11">11</xref>]</sup></p>
      <p>Contemporary classification divides <abbrev xlink:title="chronic insomnia">CI</abbrev> into (1) acute, (2) chronic, and (3) other <abbrev xlink:title="chronic insomnia">CI</abbrev> disorder types, reflecting only symptom duration without considering objective measurements and severity.<sup>[<xref ref-type="bibr" rid="B1">1</xref>]</sup> Alternatively, classifications based on objectively measured <abbrev xlink:title="Polysomnography">PSG</abbrev> parameters have provided new insights into <abbrev xlink:title="chronic insomnia">CI</abbrev> phenotypes. In concordance with these findings, Vgontzas et al. proposed a classification for <abbrev xlink:title="chronic insomnia">CI</abbrev> dividing patients into two phenotypes, based on <abbrev xlink:title="total sleep time">TST</abbrev>: (1) insomnia with short sleep duration (<abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev>; <abbrev xlink:title="total sleep time">TST</abbrev> &lt;6 hours) and (2) insomnia with normal sleep duration (<abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev>; <abbrev xlink:title="total sleep time">TST</abbrev> ≥6 hours).‌<sup>[<xref ref-type="bibr" rid="B12">12</xref>]</sup> There is a growing body of evidence demonstrating that <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev> is associated with higher health concerns and is the biologically more severe phenotype, related to increased risk of cardiovascular diseases, chronic proinflammatory state, and metabolic alterations, while <abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev> is more strongly associated with anxiety, rumination, and sleep misperception.<sup>[<xref ref-type="bibr" rid="B13">13</xref>-<xref ref-type="bibr" rid="B15">15</xref>]</sup> Collectively, these findings support the subdivision of <abbrev xlink:title="chronic insomnia">CI</abbrev> into phenotypes based on <abbrev xlink:title="total sleep time">TST</abbrev>, with important implications for clinical practice and research.</p>
      <p>All of the above suggest that while modern sleep research defines <abbrev xlink:title="chronic insomnia">CI</abbrev> as a subjective disturbance of sleep continuity accompanied by daytime impairments, it is also associated with objective physiological abnormalities. Accordingly, <abbrev xlink:title="chronic insomnia">CI</abbrev> is a neurobiological disorder rather than simply a perception of poor sleep; thus, objective methods validating dysfunctional sleep are required.<sup>[<xref ref-type="bibr" rid="B5">5</xref>,<xref ref-type="bibr" rid="B16">16</xref>]</sup> Investigating both objective and subjective sleep parameters may improve understanding of <abbrev xlink:title="chronic insomnia">CI</abbrev>’s heterogeneity.</p>
    </sec>
    <sec sec-type="Aim" id="sec3">
      <title>Aim</title>
      <p>The aim of this study was to evaluate clinical and <abbrev xlink:title="Polysomnography">PSG</abbrev> differences in sleep architecture between <abbrev xlink:title="chronic insomnia">CI</abbrev> patients and healthy controls, as well as within the insomnia phenotypes with short and normal sleep duration.</p>
    </sec>
    <sec sec-type="materials|methods" id="sec4">
      <title>Materials and methods</title>
      <p>This observational, cross-sectional study was performed at the Medical University of Plovdiv, Bulgaria, and approved by the local ethics committee (approval No. HO-11/2021). We recruited 35 <abbrev xlink:title="chronic insomnia">CI</abbrev> patients (11 males) and 27 age- and sex-matched <abbrev xlink:title="healthy controls">HC</abbrev> (9 males). Written informed consent was obtained from all subjects. Participants filled out questionnaires assessing <abbrev xlink:title="chronic insomnia">CI</abbrev> symptoms (Insomnia Severity Index, <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev>), daytime consequences (Epworth Sleepiness Scale, ESS), and depressive traits (Beck Depression Inventory, <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev>). Based on self-reported sleep duration from 14-day sleep diaries, patients were divided into <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev> and <abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev> groups, with a cut-off set at 6 hours of subjective <abbrev xlink:title="total sleep time">TST</abbrev>.</p>
      <p>Eligibility was based on the following inclusion criteria: (1) age between 18 and 65 years and (2) meeting diagnostic criteria for <abbrev xlink:title="chronic insomnia">CI</abbrev>, according to <abbrev xlink:title="International Classification of Sleep Disorders">ICSD</abbrev>-III (for the patients’ group). The following exclusion criteria were applied: (1) concomitant sleep disorder; (2) clinically significant psychiatric impairment; (3) intake of psychoactive drugs; (4) shift work; (5) somatic diseases, significantly worsening sleep quality and quantity; and (6) neurologic diseases.</p>
      <p>All participants underwent a structured clinical and sleep-focused interview and a single-night, unattended, home-based <abbrev xlink:title="Polysomnography">PSG</abbrev> using a portable NOX A1 system (Reykjavík, Iceland). The montage included electroencephalography (EEG), electrooculography, submental electromyography, lower limb movements, electrocardiography, respiratory airflow and effort, and oxygen saturation (SpO₂). Recordings were manually scored in accordance with version 2.3 of the American Academy of Sleep Medicine criteria. The primary <abbrev xlink:title="Polysomnography">PSG</abbrev>-derived parameters included <abbrev xlink:title="sleep latency">SL</abbrev>, <abbrev xlink:title="total sleep time">TST</abbrev>, time in bed (<abbrev xlink:title="time in bed">TIB</abbrev>), sleep efficiency (<abbrev xlink:title="sleep efficiency">SE</abbrev>), sleep stage duration (N1, N2, N3, and REM), total wake time (<abbrev xlink:title="total wake time">TWT</abbrev>), wake after sleep onset (<abbrev xlink:title="wake after sleep onset">WASO</abbrev>), and REM latency.</p>
      <p>Statistical analysis of all the demographic and clinical data was conducted using SPSS 25.0 (IBM Corp., Armonk, NY, USA) for Windows. Normality of distribution was tested using the Shapiro–Wilk test. Demographic characteristics were compared using Student’s <italic>t</italic>-test or chi-square test. Questionnaire results and <abbrev xlink:title="Polysomnography">PSG</abbrev>-derived sleep parameters were compared using the Mann–Whitney U test. Correlations were performed using Spearman’s correlation method. The level of statistical significance was set at <italic>p</italic>&lt;0.05.</p>
    </sec>
    <sec sec-type="Results" id="sec5">
      <title>Results</title>
      <sec sec-type="Clinical data" id="sec6">
        <title>Clinical data</title>
        <p>Statistical analyses revealed that <abbrev xlink:title="chronic insomnia">CI</abbrev> patients and <abbrev xlink:title="healthy controls">HC</abbrev> did not differ significantly in terms of age, sex, and education level. Both <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> and <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> results are significantly higher in the <abbrev xlink:title="chronic insomnia">CI</abbrev> group compared to <abbrev xlink:title="healthy controls">HC</abbrev> (<italic>p</italic>&lt;0.001). Albeit reporting daytime sequelae and fatigue, no significant difference in sleepiness was observed between groups when assessed with ESS (<italic>p</italic>=0.177). <abbrev xlink:title="Polysomnography">PSG</abbrev> data revealed significantly higher <abbrev xlink:title="total wake time">TWT</abbrev> (<italic>p</italic>&lt;0.001), <abbrev xlink:title="wake after sleep onset">WASO</abbrev> (<italic>p</italic>&lt;0.001), and N2 stage (<italic>p</italic>=0.002), with decreased N3 (<italic>p</italic>=0.026) and <abbrev xlink:title="sleep efficiency">SE</abbrev> (<italic>p</italic>=0.014) in the <abbrev xlink:title="chronic insomnia">CI</abbrev> group compared to <abbrev xlink:title="healthy controls">HC</abbrev>. No statistically significant difference was observed in the <abbrev xlink:title="total sleep time">TST</abbrev> (<italic>p</italic>=0.143) and <abbrev xlink:title="sleep latency">SL</abbrev> (<italic>p</italic>=0.109) <bold>(Fig. <xref ref-type="fig" rid="F1">1A</xref>)</bold>. All demographic and clinical data are presented in <bold>Table <xref ref-type="table" rid="T1">1</xref></bold>.</p>
        <fig id="F1">
          <object-id content-type="arpha">B144E0F7-3D3C-579B-AD00-7ABD2402B1D2</object-id>
          <label>Figure 1</label>
          <caption>
            <p>. Polysomnographic differences in sleep architecture between (<bold>A</bold>) Insomnia patients and healthy controls; (<bold>B</bold>) Insomnia with short (<abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev>) and normal (<abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev>) sleep duration. * <italic>p</italic>&lt;0.05.</p>
          </caption>
          <graphic xlink:href="foliamedica-68-2-e193687-g001.jpg" id="oo_1612263.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/1612263</uri>
          </graphic>
        </fig>
        <table-wrap id="T1" position="float" orientation="portrait">
          <label>Table 1.</label>
          <caption>
            <p>Demographic and clinical data</p>
          </caption>
          <table>
            <tbody>
              <tr>
                <td rowspan="1" colspan="1">
                  <bold>Variable</bold>
                </td>
                <td rowspan="1" colspan="1">
                  <bold>Patients (n = 35) Median (IQR)</bold>
                </td>
                <td rowspan="1" colspan="1">
                  <bold>Healthy controls (n = 27) Median (IQR)</bold>
                </td>
                <td rowspan="1" colspan="1">
                  <bold><italic>p</italic>-value <sup>U</sup></bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Age</td>
                <td rowspan="1" colspan="1">36.00 (26.00 – 46.00)</td>
                <td rowspan="1" colspan="1">29.00 (24.00 – 39.00)</td>
                <td rowspan="1" colspan="1">0.102</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Sex F/M</td>
                <td rowspan="1" colspan="1">24/11</td>
                <td rowspan="1" colspan="1">18/9</td>
                <td rowspan="1" colspan="1">0.874 <sup>χ2</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Education level n (%)</td>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1"/>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Higher</td>
                <td rowspan="1" colspan="1">22 (52.40%)</td>
                <td rowspan="1" colspan="1">20 (47.60%)</td>
                <td rowspan="1" colspan="1">0.349 <sup>χ2</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Secondary</td>
                <td rowspan="1" colspan="1">13 (65.00%)</td>
                <td rowspan="1" colspan="1">7 (35.00%)</td>
                <td rowspan="1" colspan="1"/>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev>
                </td>
                <td rowspan="1" colspan="1">18.00 (15.00 -22.00)</td>
                <td rowspan="1" colspan="1">3.00 (1.00 – 4.00)</td>
                <td rowspan="1" colspan="1">
                  <bold>&lt;0.001</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev>
                </td>
                <td rowspan="1" colspan="1">13.00 (6.00 – 20.00)</td>
                <td rowspan="1" colspan="1">5.00 (1.00 – 7.00)</td>
                <td rowspan="1" colspan="1">
                  <bold>&lt;0.001</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ESS</td>
                <td rowspan="1" colspan="1">3.00 (1.00 – 7.00)</td>
                <td rowspan="1" colspan="1">4.00 (3.00 – 7.00)</td>
                <td rowspan="1" colspan="1">0.177</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="total sleep time">TST</abbrev> (min)</td>
                <td rowspan="1" colspan="1">397.10 (282.00 – 427.50)</td>
                <td rowspan="1" colspan="1">368.00 (326.30 – 368.00)</td>
                <td rowspan="1" colspan="1">0.143</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="total wake time">TWT</abbrev> (min)</td>
                <td rowspan="1" colspan="1">85.80 (44.30 – 117.10)</td>
                <td rowspan="1" colspan="1">41.05 (28.45 – 60.55)</td>
                <td rowspan="1" colspan="1">
                  <bold>&lt;0.001</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">N1 (min)</td>
                <td rowspan="1" colspan="1">4.00 (3.00 – 7.00)</td>
                <td rowspan="1" colspan="1">2.75 (1.38 – 7.00)</td>
                <td rowspan="1" colspan="1">0.228</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">N2 (min)</td>
                <td rowspan="1" colspan="1">218.50 (191.10 – 252.00)</td>
                <td rowspan="1" colspan="1">168.50 (149.88 – 210.50)</td>
                <td rowspan="1" colspan="1">
                  <bold>0.002</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">N3 (min)</td>
                <td rowspan="1" colspan="1">80.50 (62.50 – 116.00)</td>
                <td rowspan="1" colspan="1">108.00 (83.36 – 133.25)</td>
                <td rowspan="1" colspan="1">
                  <bold>0.026</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">REM (min)</td>
                <td rowspan="1" colspan="1">71.00 (55.50 – 85.00)</td>
                <td rowspan="1" colspan="1">75.75 (51.88 – 89.25)</td>
                <td rowspan="1" colspan="1">0.815</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="sleep latency">SL</abbrev> (min)</td>
                <td rowspan="1" colspan="1">13.30 (5.90 – 27.20)</td>
                <td rowspan="1" colspan="1">10.55 (6.75 – 17.03)</td>
                <td rowspan="1" colspan="1">0.109</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="wake after sleep onset">WASO</abbrev> (min)</td>
                <td rowspan="1" colspan="1">62.90 (34.90 – 95.60)</td>
                <td rowspan="1" colspan="1">25.65 (17.80 – 49.48)</td>
                <td rowspan="1" colspan="1">
                  <bold>&lt;0.001</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="sleep efficiency">SE</abbrev> (%)</td>
                <td rowspan="1" colspan="1">83.20 (77.00 – 89.80)</td>
                <td rowspan="1" colspan="1">89.00 (84.00 – 93.40)</td>
                <td rowspan="1" colspan="1">
                  <bold>0.014</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">AHI</td>
                <td rowspan="1" colspan="1">1.80 (1.20 – 3.20)</td>
                <td rowspan="1" colspan="1">2.55 (1.70 – 3.83)</td>
                <td rowspan="1" colspan="1">0.118</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn>
              <p><sup>U</sup>: Mann–Whitney U test; <sup>χ2</sup>: chi-square test; IQR: interquartile range; <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev>: insomnia severity index; <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev>: Beck depression inventory; ESS: Epworth sleepiness scale; <abbrev xlink:title="total sleep time">TST</abbrev>: total sleep time; <abbrev xlink:title="total wake time">TWT</abbrev>: total wake time; N1, N2, N3, REM: sleep stages; <abbrev xlink:title="sleep latency">SL</abbrev>: sleep latency; <abbrev xlink:title="wake after sleep onset">WASO</abbrev>: wake after sleep onset; <abbrev xlink:title="sleep efficiency">SE</abbrev>: sleep efficiency; AHI: apnea-hypopnea index</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
        <p>To further explore clinical and <abbrev xlink:title="Polysomnography">PSG</abbrev> differences between <abbrev xlink:title="chronic insomnia">CI</abbrev> phenotypes, we subdivided the patients’ cohort into two subgroups based on the subjectively reported <abbrev xlink:title="total sleep time">TST</abbrev> from their sleep logs - “insomnia with normal sleep duration” (<abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev>), <abbrev xlink:title="total sleep time">TST</abbrev> &gt;6 h, and “insomnia with short sleep duration” (<abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev>), <abbrev xlink:title="total sleep time">TST</abbrev> &lt;6 h. The two subgroups did not differ significantly in terms of age, sex, and level of education. The <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev> group showed significantly higher scores on both <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> (<italic>p</italic>=0.029) and <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> (<italic>p</italic>=0.045) questionnaires. Statistical analyses of <abbrev xlink:title="Polysomnography">PSG</abbrev> revealed shortened <abbrev xlink:title="total sleep time">TST</abbrev> in the <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev> group (<italic>p</italic>=0.003), confirming reduced sleep duration in this group, as well as significantly decreased REM sleep duration (<italic>p</italic>=0.029) <bold>(Fig. <xref ref-type="fig" rid="F1">1B</xref>)</bold>. All demographic and clinical data for both subgroups are presented in <bold>Table <xref ref-type="table" rid="T2">2</xref></bold>.</p>
        <table-wrap id="T2" position="float" orientation="portrait">
          <label>Table 2.</label>
          <caption>
            <p>Demographic and clinical data for insomnia subgroups</p>
          </caption>
          <table>
            <tbody>
              <tr>
                <td rowspan="1" colspan="1">
                  <bold>Variable</bold>
                </td>
                <td rowspan="1" colspan="1">
                  <bold><abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev> (n=17) Median (IQR)</bold>
                </td>
                <td rowspan="1" colspan="1">
                  <bold><abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev> (n=18) Median (IQR)</bold>
                </td>
                <td rowspan="1" colspan="1">
                  <bold><italic>p</italic>-value <sup>U</sup></bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Age</td>
                <td rowspan="1" colspan="1">39.00 (25.00 – 47.00)</td>
                <td rowspan="1" colspan="1">35.00 (26.00 – 45.25)</td>
                <td rowspan="1" colspan="1">0.684</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Sex F/M</td>
                <td rowspan="1" colspan="1">12/5</td>
                <td rowspan="1" colspan="1">12/6</td>
                <td rowspan="1" colspan="1">0.874 <sup>χ2</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Education level n (%)</td>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1"/>
                <td rowspan="1" colspan="1"/>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Higher</td>
                <td rowspan="1" colspan="1">10 (45.50%)</td>
                <td rowspan="1" colspan="1">12 (54.50%)</td>
                <td rowspan="1" colspan="1">0.803 <sup>χ2</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Secondary</td>
                <td rowspan="1" colspan="1">7 (53.80%)</td>
                <td rowspan="1" colspan="1">6 (46.20%)</td>
                <td rowspan="1" colspan="1"/>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev>
                </td>
                <td rowspan="1" colspan="1">20.00 (16.00 - 23.00)</td>
                <td rowspan="1" colspan="1">18.00 (14.75 – 18.00)</td>
                <td rowspan="1" colspan="1">
                  <bold>0.029</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev>
                </td>
                <td rowspan="1" colspan="1">18.00 (9.00 – 22.00)</td>
                <td rowspan="1" colspan="1">11.50 (5.50 – 14.25)</td>
                <td rowspan="1" colspan="1">
                  <bold>0.045</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">ESS</td>
                <td rowspan="1" colspan="1">3.00 (1.00 – 5.00)</td>
                <td rowspan="1" colspan="1">4.00 (1.75 – 8.00)</td>
                <td rowspan="1" colspan="1">0.351</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="total sleep time">TST</abbrev> (min)</td>
                <td rowspan="1" colspan="1">364.50 (287.75 – 405.00)</td>
                <td rowspan="1" colspan="1">416.75 (385.08 – 439.53)</td>
                <td rowspan="1" colspan="1">
                  <bold>0.003</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="total wake time">TWT</abbrev> (min)</td>
                <td rowspan="1" colspan="1">93.40 (53.30 – 122.55)</td>
                <td rowspan="1" colspan="1">73.45 (38.75 – 110.28)</td>
                <td rowspan="1" colspan="1">0.245</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">N1 (min)</td>
                <td rowspan="1" colspan="1">5.50 (3.00 – 7.25)</td>
                <td rowspan="1" colspan="1">4.00 (2.88 – 5.86)</td>
                <td rowspan="1" colspan="1">0.424</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">N2 (min)</td>
                <td rowspan="1" colspan="1">208.00 (166.25 – 241.75)</td>
                <td rowspan="1" colspan="1">229.50 (201.98 – 265.75)</td>
                <td rowspan="1" colspan="1">0.062</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">N3 (min)</td>
                <td rowspan="1" colspan="1">78.00 (51.75 – 95.00)</td>
                <td rowspan="1" colspan="1">88.75 (51.75 – 122.75)</td>
                <td rowspan="1" colspan="1">0.083</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">REM (min)</td>
                <td rowspan="1" colspan="1">60.50 (49.50 – 73.50)</td>
                <td rowspan="1" colspan="1">80.00 (63.86 – 92.88)</td>
                <td rowspan="1" colspan="1">
                  <bold>0.029</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="sleep latency">SL</abbrev> (min)</td>
                <td rowspan="1" colspan="1">21.10 (7.65 – 35.10)</td>
                <td rowspan="1" colspan="1">11.80 (4.13 – 26.78)</td>
                <td rowspan="1" colspan="1">0.369</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="wake after sleep onset">WASO</abbrev> (min)</td>
                <td rowspan="1" colspan="1">81.10 (37.25 – 100.30)</td>
                <td rowspan="1" colspan="1">50.40 (30.50 – 95.50)</td>
                <td rowspan="1" colspan="1">0.195</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="sleep efficiency">SE</abbrev> (%)</td>
                <td rowspan="1" colspan="1">80.40 (72.15 – 85.95)</td>
                <td rowspan="1" colspan="1">84.55 (78.73 – 91.00)</td>
                <td rowspan="1" colspan="1">0.089</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">AHI</td>
                <td rowspan="1" colspan="1">1.50 (0.75 – 2.05)</td>
                <td rowspan="1" colspan="1">2.50 (1.80 – 4.00)</td>
                <td rowspan="1" colspan="1">
                  <bold>0.022</bold>
                </td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn>
              <p><abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev>: Insomnia with short sleep duration; <abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev>: insomnia with normal sleep duration; U: Mann-Whitney U test; χ2: Chi-square test; IQR: Interquartile range; <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev>: Insomnia severity index; <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev>: Beck depression inventory; ESS: Epworth sleepiness scale; <abbrev xlink:title="total sleep time">TST</abbrev>: total sleep time; <abbrev xlink:title="total wake time">TWT</abbrev>: total wake time; N1, N2, N3, REM: sleep stages; <abbrev xlink:title="sleep latency">SL</abbrev>: Sleep latency; <abbrev xlink:title="wake after sleep onset">WASO</abbrev>: wake after sleep onset; <abbrev xlink:title="sleep efficiency">SE</abbrev>: Sleep efficiency; AHI: Apnea-hypopnea index;</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec sec-type="Statistical analysis" id="sec7">
        <title>Statistical analysis</title>
        <p>Correlations were assessed using Spearman’s rank correlation coefficient (rho). The results obtained from objective clinical measures were correlated with the questionnaire’s scores. The analysis revealed a significant positive correlation between the total scores of <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> and <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> (rho=0.735, <italic>p</italic>&lt;0.001), indicating a strong association between insomnia severity and the depressive profile of the individuals. In addition, <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> showed a positive correlation with <abbrev xlink:title="total wake time">TWT</abbrev> (rho=0.568, <italic>p</italic>&lt;0.001) as well as with <abbrev xlink:title="wake after sleep onset">WASO</abbrev> (rho=0.526, <italic>p</italic>&lt;0.001), suggesting a strong relationship between subjectively reported insomnia severity and objectively measured wakefulness. <abbrev xlink:title="total wake time">TWT</abbrev> was also positively correlated with <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> scores (rho=0.327, <italic>p</italic>=0.010), indicating an association between increased wakefulness and depressive symptomatology. Furthermore, a moderate correlation was observed between <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> and <abbrev xlink:title="total wake time">TWT</abbrev> (rho=0.337, <italic>p</italic>=0.008). A moderate correlation was also identified between <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> and <abbrev xlink:title="sleep latency">SL</abbrev> (rho=0.267, <italic>p</italic>=0.038). In addition, a negative correlation was found between <abbrev xlink:title="sleep efficiency">SE</abbrev> and <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> (rho= −0.405, <italic>p</italic>=0.001). Analyses of correlations among <abbrev xlink:title="Polysomnography">PSG</abbrev> parameters demonstrated a negative association between <abbrev xlink:title="total wake time">TWT</abbrev> and N3 duration (rho= −0.349, <italic>p</italic>=0.006), N2 and N3 duration (rho = −0.477, <italic>p</italic>&lt;0.001), whereas REM duration was positively correlated with <abbrev xlink:title="total sleep time">TST</abbrev> (rho=0.629, <italic>p</italic>&lt;0.001). A detailed presentation of correlation strengths is provided in <bold>Table <xref ref-type="table" rid="T3">3</xref></bold>.</p>
        <table-wrap id="T3" position="float" orientation="portrait">
          <label>Table 3.</label>
          <caption>
            <p>Correlation strengths between <abbrev xlink:title="Polysomnography">PSG</abbrev> data and questionnaire scores</p>
          </caption>
          <table>
            <tbody>
              <tr>
                <td rowspan="1" colspan="1">
                  <bold>Correlation</bold>
                </td>
                <td rowspan="1" colspan="1">
                  <bold>Spearman’s rho</bold>
                </td>
                <td rowspan="1" colspan="1">
                  <bold>Significance (p)</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> – <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev></td>
                <td rowspan="1" colspan="1">0.735</td>
                <td rowspan="1" colspan="1">
                  <bold>&lt;0.001</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> – <abbrev xlink:title="total wake time">TWT</abbrev></td>
                <td rowspan="1" colspan="1">0.568</td>
                <td rowspan="1" colspan="1">
                  <bold>&lt;0.001</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> – <abbrev xlink:title="sleep latency">SL</abbrev></td>
                <td rowspan="1" colspan="1">0,267</td>
                <td rowspan="1" colspan="1">0.038</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> – <abbrev xlink:title="wake after sleep onset">WASO</abbrev></td>
                <td rowspan="1" colspan="1">0,526</td>
                <td rowspan="1" colspan="1">
                  <bold>&lt;0.001</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> – <abbrev xlink:title="sleep efficiency">SE</abbrev></td>
                <td rowspan="1" colspan="1">−0.405</td>
                <td rowspan="1" colspan="1">
                  <bold>0.001</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> – <abbrev xlink:title="total wake time">TWT</abbrev></td>
                <td rowspan="1" colspan="1">0.337</td>
                <td rowspan="1" colspan="1">0.008</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> – <abbrev xlink:title="wake after sleep onset">WASO</abbrev></td>
                <td rowspan="1" colspan="1">0.327</td>
                <td rowspan="1" colspan="1">0.010</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">N3 – <abbrev xlink:title="wake after sleep onset">WASO</abbrev></td>
                <td rowspan="1" colspan="1">−0.349</td>
                <td rowspan="1" colspan="1">0.006</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">N2 – N3</td>
                <td rowspan="1" colspan="1">−0.477</td>
                <td rowspan="1" colspan="1">
                  <bold>&lt;0.001</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1"><abbrev xlink:title="total sleep time">TST</abbrev> – REM</td>
                <td rowspan="1" colspan="1">0.629</td>
                <td rowspan="1" colspan="1">
                  <bold>&lt;0.001</bold>
                </td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn>
              <p><abbrev xlink:title="Polysomnography">PSG</abbrev>: polysomnography; <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev>: insomnia severity index; <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev>: Beck depression inventory; <abbrev xlink:title="total wake time">TWT</abbrev>: total wake time; <abbrev xlink:title="sleep latency">SL</abbrev>: sleep latency; <abbrev xlink:title="wake after sleep onset">WASO</abbrev>: wake after sleep onset; <abbrev xlink:title="sleep efficiency">SE</abbrev>: sleep efficiency; REM: rapid eye movement sleep; N2, N3: stages of non-REM sleep; <abbrev xlink:title="total sleep time">TST</abbrev>: total sleep time. </p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
    </sec>
    <sec sec-type="Discussion" id="sec8">
      <title>Discussion</title>
      <p>The current study reveals altered sleep architecture in <abbrev xlink:title="chronic insomnia">CI</abbrev> patients compared to <abbrev xlink:title="healthy controls">HC</abbrev>, as well as significant differences in sleep macrostructure between <abbrev xlink:title="chronic insomnia">CI</abbrev> phenotypes. Additionally, questionnaires’ results revealed markedly higher scores of <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> and <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> in <abbrev xlink:title="chronic insomnia">CI</abbrev> patients, with significantly more severe insomnia symptoms and depressive traits in the <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev>. The conducted correlation analysis revealed a significant positive correlation between questionnaires and objective <abbrev xlink:title="Polysomnography">PSG</abbrev> parameters.</p>
      <p>An extensive body of research indicates that the main <abbrev xlink:title="Polysomnography">PSG</abbrev> alterations observed in <abbrev xlink:title="chronic insomnia">CI</abbrev> include reduced <abbrev xlink:title="total sleep time">TST</abbrev>, prolonged <abbrev xlink:title="sleep efficiency">SE</abbrev>, decreased REM sleep duration, increased N2, and a higher frequency of microarousals.<sup>[<xref ref-type="bibr" rid="B6">6</xref>,<xref ref-type="bibr" rid="B7">7</xref>,<xref ref-type="bibr" rid="B17">17</xref>,<xref ref-type="bibr" rid="B18">18</xref>]</sup> Our findings partially correspond to available data. However, no significant differences were observed in our cohort in either the duration or proportional presence of REM sleep, as previously reported by authors.<sup>[<xref ref-type="bibr" rid="B10">10</xref>,<xref ref-type="bibr" rid="B11">11</xref>]</sup> On the one hand, this could be attributed to <abbrev xlink:title="Polysomnography">PSG</abbrev>’s significant night-to-night variability; on the other hand, it should be noted that the quantitative distribution of sleep stages does not necessarily correlate with their stability or qualitative integrity.<sup>[<xref ref-type="bibr" rid="B19">19</xref>,<xref ref-type="bibr" rid="B20">20</xref>]</sup></p>
      <p>An increased proportion of N2 accompanied by reduced N3 is among the frequently reported macrostructural changes in <abbrev xlink:title="chronic insomnia">CI</abbrev>.<sup>[<xref ref-type="bibr" rid="B7">7</xref>]</sup> This characteristic pattern of sleep architecture has been linked to the inability of patients to achieve deeper, restorative sleep, likely due to a lower arousal threshold, and may contribute to the subjective experience of non-restorative sleep despite preserved overall <abbrev xlink:title="total sleep time">TST</abbrev>.<sup>[<xref ref-type="bibr" rid="B21">21</xref>]</sup> At the same time, some authors interpret elevated N2 levels as a compensatory manifestation of reduced sleep drive in these patients, a hypothesis consistent with the hyperarousal model.<sup>[<xref ref-type="bibr" rid="B22">22</xref>]</sup> It has also been proposed that increased N2 may represent compensatory “filling” of sleep, secondary to a primary impairment of deep sleep in insomnia, thereby serving as a non-specific marker of disturbed sleep.<sup>[<xref ref-type="bibr" rid="B23">23</xref>]</sup> Supporting this interpretation in our study is the negative correlation between increased duration in N2 and objectively measured reduction in N3 duration. Reduced slow-wave sleep in the presence of preserved <abbrev xlink:title="total sleep time">TST</abbrev> has been associated with daytime fatigue and functional impairment, often in the absence of overt sleepiness.<sup>[<xref ref-type="bibr" rid="B24">24</xref>]</sup> Of particular interest is the observation that patients with acute insomnia and reduced N3 are more likely to develop <abbrev xlink:title="chronic insomnia">CI</abbrev> than those with preserved N3 duration, supporting the hypothesis that disturbed sleep architecture may represent a pre-existing vulnerability factor, consistent with the predisposing component of Spielman’s model.<sup>[<xref ref-type="bibr" rid="B25">25</xref>]</sup> Additionally, reduced slow-wave sleep may also be interpreted as a manifestation of a depressive profile. Impairments in deep sleep lead to increased fatigue, reduced cognitive performance, and mood disturbances, thereby establishing a vicious cycle between poor sleep quality and depressive symptoms.‌<sup>[<xref ref-type="bibr" rid="B26">26</xref>]</sup> Patients with depression frequently exhibit reduced duration and proportion of N3 sleep, which is associated with disrupted sleep architecture and impaired recovery.<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup> Despite showing significant reduction in N3 duration and markedly increased <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> scores, no significant correlation between both parameters is present in our sample, thus warranting further investigation in future research.</p>
      <p>Furthermore, increased <abbrev xlink:title="wake after sleep onset">WASO</abbrev> is a characteristic <abbrev xlink:title="Polysomnography">PSG</abbrev> feature of <abbrev xlink:title="chronic insomnia">CI</abbrev> and was also observed in our study. <abbrev xlink:title="wake after sleep onset">WASO</abbrev> is an objective marker of sleep fragmentation, contributing to the non-restorative nature and lack of consolidated structural integrity of sleep in <abbrev xlink:title="chronic insomnia">CI</abbrev>.<sup>[<xref ref-type="bibr" rid="B28">28</xref>]</sup> It is widely regarded as a marker of hyperarousal and reduced arousal threshold, reflecting cortical hyperactivity in patients who demonstrate increased beta power.<sup>[<xref ref-type="bibr" rid="B29">29</xref>]</sup> Importantly, <abbrev xlink:title="wake after sleep onset">WASO</abbrev> measurements do not appear to be substantially influenced by the sleep environment or by prior exposure to <abbrev xlink:title="Polysomnography">PSG</abbrev>, making it a robust objective marker of insomnia-related sleep disturbance.<sup>[<xref ref-type="bibr" rid="B30">30</xref>]</sup> The observed negative correlation between <abbrev xlink:title="wake after sleep onset">WASO</abbrev> and N3 duration in our cohort points to the fact that deep sleep is particularly vulnerable to sleep fragmentation and corresponds to the reported daytime symptoms of patients. This pattern of disrupted sleep macroarchitecture has also been reported by other authors and may be considered characteristic of <abbrev xlink:title="chronic insomnia">CI</abbrev>, providing a potential explanation for the associated symptomatology.<sup>[<xref ref-type="bibr" rid="B16">16</xref>]</sup></p>
      <p>We subdivided the patient group into two subgroups according to self-reported <abbrev xlink:title="total sleep time">TST</abbrev> into <abbrev xlink:title="chronic insomnia">CI</abbrev> with subjectively reported normal (<abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev>) and with subjective short (<abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev>) sleep duration. Comparative analysis of <abbrev xlink:title="Polysomnography">PSG</abbrev> parameters revealed significantly shorter objectively measured <abbrev xlink:title="total sleep time">TST</abbrev> in <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev>. These findings differ from the more commonly reported discrepancy between objectively and subjectively reported sleep duration.<sup>[<xref ref-type="bibr" rid="B31">31</xref>]</sup> In our cohort, however, subjective sleep duration was derived from the average self-reported sleep duration over a 14-day period, thereby minimizing the influence of night-to-night variability and yielding values closely aligned with objective measurements.</p>
      <p>The only significant difference in sleep macroarchitecture between the two subgroups was reduced REM sleep duration in <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev>. In <abbrev xlink:title="self-reported normal sleep duration">INSD</abbrev>, also referred to as paradoxical insomnia, significant alterations in sleep macroarchitecture are typically absent, whereas shorter REM duration has been more frequently described in <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev>.<sup>[<xref ref-type="bibr" rid="B12">12</xref>]</sup> This phenomenon may contribute to impaired emotional processing, disrupted memory consolidation, and an increased risk of depressive symptomatology.<sup>[<xref ref-type="bibr" rid="B11">11</xref>]</sup> On the other hand, Perusse et al. did not identify significant differences in REM duration, thereby questioning the role of REM sleep as a reliable indicator of hyperarousal in <abbrev xlink:title="chronic insomnia">CI</abbrev> and further underscoring the phenotypic heterogeneity of <abbrev xlink:title="chronic insomnia">CI</abbrev>.<sup>[<xref ref-type="bibr" rid="B32">32</xref>]</sup> REM sleep instability has emerged as a useful framework for understanding <abbrev xlink:title="sleep state misperception">SSM</abbrev>.<sup>[<xref ref-type="bibr" rid="B9">9</xref>,<xref ref-type="bibr" rid="B10">10</xref>]</sup> REM instability contributes to prolonged <abbrev xlink:title="wake after sleep onset">WASO</abbrev> and may be regarded as a potential substrate of <abbrev xlink:title="sleep state misperception">SSM</abbrev>, as such instability predisposes to sleep fragmentation and renders the corresponding sleep stage more vulnerable to both internal and external arousing stimuli.‌<sup>[<xref ref-type="bibr" rid="B10">10</xref>]</sup> Given that REM sleep is crucial for emotional regulation and cognitive performance, disruption of REM structure would interfere with normal sleep consolidation and impair emotional processing, thereby affecting psychological stability and contributing to depressive symptomatology, further supporting the bidirectional link between <abbrev xlink:title="chronic insomnia">CI</abbrev> and depression.<sup>[<xref ref-type="bibr" rid="B33">33</xref>]</sup> Although there were no significant correlations between REM duration and the other variables measured in our study, its reduction in <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev> may contribute to overestimation of wakefulness, impaired cognitive and emotional processing, and the development of depressive symptoms.</p>
      <p>The strong positive correlation between <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> and <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> scores indicates shared characteristics in the profiles of patients with depression and <abbrev xlink:title="chronic insomnia">CI</abbrev>, which underscores the similarities in the presentation and pathogenesis of these disorders. Although no causal relationships can be established, these findings highlight the interaction between mental health and sleep quality.<sup>[<xref ref-type="bibr" rid="B27">27</xref>]</sup><abbrev xlink:title="Polysomnography">PSG</abbrev> evidence of disturbed sleep has been reported across nearly all psychiatric conditions – insomnia is frequently an initial symptom of several mental disorders, most notably major depressive disorder (MDD).<sup>[<xref ref-type="bibr" rid="B34">34</xref>,<xref ref-type="bibr" rid="B35">35</xref>]</sup> The relationship between <abbrev xlink:title="chronic insomnia">CI</abbrev> and disorders within the anxiety–depressive spectrum and/or the affective continuum is bidirectional and multifactorial.<sup>[<xref ref-type="bibr" rid="B2">2</xref>].</sup></p>
      <p>The clinical relevance of <abbrev xlink:title="chronic insomnia">CI</abbrev> for mental health is further emphasized by evidence linking shortened sleep to an increased risk of developing depressive symptoms.<sup>[<xref ref-type="bibr" rid="B36">36</xref>]</sup> Moreover, depressive symptoms frequently recur after clinical remission in patients with a history of <abbrev xlink:title="chronic insomnia">CI</abbrev>, while insomnia complaints are associated with a threefold increased risk of MDD, particularly when coupled with objective short sleep duration.<sup>[<xref ref-type="bibr" rid="B36">36</xref>]</sup> A plausible mechanism explaining this relationship, based on the classical 3-P model, is that stressful life events act as precipitating factors for <abbrev xlink:title="chronic insomnia">CI</abbrev>, inducing persistent alterations in sleep while simultaneously contributing to the development of depressive traits through mechanisms involving disruption of monoaminergic and serotonergic neurotransmission, thereby promoting wakefulness.<sup>[<xref ref-type="bibr" rid="B37">37</xref>]</sup> In our study, patients classified as <abbrev xlink:title="self-reported short sleep duration">ISSD</abbrev> on the basis of subjectively reported <abbrev xlink:title="total sleep time">TST</abbrev> demonstrated significantly higher <abbrev xlink:title="Insomnia Severity Index">ISI</abbrev> and <abbrev xlink:title="Beck Depression Inventory">BDI</abbrev> scores, implying that even subjective phenotyping reflects meaningful differences in insomnia severity and depressive symptom burden.</p>
      <p>The present study provides <abbrev xlink:title="Polysomnography">PSG</abbrev> confirmation of altered sleep macrostructure in <abbrev xlink:title="chronic insomnia">CI</abbrev> patients and its phenotypes, based on <abbrev xlink:title="total sleep time">TST</abbrev>. The presented results combine objective and subjective data, providing a possible foundation for phenotyping <abbrev xlink:title="chronic insomnia">CI</abbrev>. However, our work has limitations that must be recognized. The relatively small sample size, especially between <abbrev xlink:title="chronic insomnia">CI</abbrev> subgroups, limits the interpretability of the results and the extrapolation of data. Secondly, the cross-sectional design of the study doesn’t provide a foundation for identifying causal relationships between altered sleep structures, <abbrev xlink:title="chronic insomnia">CI</abbrev> profiles, and clinical differences. Additionally, insomnia phenotypes are based on subjectively reported sleep duration. Although averaged over 14 consecutive nights, data remain self-reported and cannot be considered equivalent to objective phenotyping. Finally, our data was obtained from a single night of <abbrev xlink:title="Polysomnography">PSG</abbrev>, which might not fully capture the habitual sleep of the subjects.</p>
    </sec>
    <sec sec-type="Conclusion" id="sec9">
      <title>Conclusion</title>
      <p>Chronic insomnia is a prevalent sleep disorder, characterized by objectively measured alterations in sleep architecture, rather than simply subjective disturbance of sleep continuity accompanied by daytime impairments. Insomnia with short sleep duration represents a more severe phenotype with greater depressive symptom burden and reduced REM sleep. These findings highlight the importance of objective measurements in <abbrev xlink:title="chronic insomnia">CI</abbrev> diagnosis and its phenotypic characterization.</p>
    </sec>
    <sec sec-type="Ethical approval" id="sec10">
      <title>Ethical approval</title>
      <p>This study was conducted in accordance with the Declaration of Helsinki and approved by the Institutional Ethics Committee of the Medical University of Plovdiv (protocol No. HO-11/2021).</p>
    </sec>
    <sec sec-type="Ethical statements" id="sec11">
      <title>Ethical statements</title>
      <list list-type="bullet">
        <list-item>
          <p>The authors declared that no clinical trials were used in the present study.
</p>
        </list-item>
        <list-item>
          <p>The authors declared that no experiments on humans or human tissues were performed for the present study.
</p>
        </list-item>
        <list-item>
          <p>Written informed consent was obtained from all subjects involved in the study. The signed informed consent forms are safely deposited at the Department of Pathophysiology in the Medical University of Plovdiv and available for review upon request.
</p>
        </list-item>
        <list-item>
          <p>The authors declared that no experiments on animals were performed for the present study.
</p>
        </list-item>
        <list-item>
          <p>The authors declared that no commercially available immortalized human and animal cell lines were used in the present study.
</p>
        </list-item>
      </list>
    </sec>
    <sec sec-type="Conflict of interest" id="sec12">
      <title>Conflict of interest</title>
      <p>We declare no conflict of interest between the authors of this paper and other entities.</p>
    </sec>
    <sec sec-type="Use of AI" id="sec13">
      <title>Use of AI</title>
      <p>No AI tools were used in the preparation of this manuscript.</p>
    </sec>
    <sec sec-type="Funding" id="sec14">
      <title>Funding</title>
      <p>No funding was reported.</p>
    </sec>
    <sec sec-type="Author contributions" id="sec15">
      <title>Author contributions</title>
      <p>Both authors have contributed equally to the preparation of this manuscript and have permitted their names to be included as co-authors.</p>
    </sec>
    <sec sec-type="Data availability" id="sec16">
      <title>Data availability</title>
      <p>All data used are referenced or included in the article.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <title>References</title>
      <ref id="B1">
        <label>1.</label>
        <mixed-citation>Sateia MJ. International classification of sleep disorders. Chest 2014; 146(5):1387–94.</mixed-citation>
      </ref>
      <ref id="B2">
        <label>2.</label>
        <mixed-citation>Alvaro PK, Roberts RM, Harris JK, et al. The direction of the relationship between symptoms of insomnia and psychiatric disorders in adolescents. J Affect Disord 2017; 207:167–74. <ext-link ext-link-type="doi" xlink:href="10.1016/j.jad.2016.08.032">doi: 10.1016/j.jad.2016.08.032</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="27723540">PMID: 27723540</ext-link>.</mixed-citation>
      </ref>
      <ref id="B3">
        <label>3.</label>
        <mixed-citation>Baglioni C, Spiegelhalder K, Regen W, et al. Insomnia disorder is associated with increased amygdala reactivity to insomnia-related stimuli. Sleep 2014; 37(12):1907–17.</mixed-citation>
      </ref>
      <ref id="B4">
        <label>4.</label>
        <mixed-citation>Riemann D, Baglioni C, Bassetti C, et al. European guideline for the diagnosis and treatment of insomnia. J Sleep Res 2017; 26(6):675–700.</mixed-citation>
      </ref>
      <ref id="B5">
        <label>5.</label>
        <mixed-citation>Frase L, Nissen C, Spiegelhalder K, et al. The importance and limitations of polysomnography in insomnia disorder – a critical appraisal. J Sleep Res 2023; 32(6):e14036. <ext-link ext-link-type="doi" xlink:href="10.1111/jsr.14036">doi: 10.1111/jsr.14036</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="37680011">PMID: 37680011</ext-link>.</mixed-citation>
      </ref>
      <ref id="B6">
        <label>6.</label>
        <mixed-citation>Baglioni C, Regen W, Teghen A, et al. Sleep changes in the disorder of insomnia: a meta-analysis of polysomnographic studies. Sleep Med Rev 2014; 18(3):195–213. <ext-link ext-link-type="doi" xlink:href="10.1016/j.smrv.2013.04.001">doi: 10.1016/j.smrv.2013.04.001</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="23809904">PMID: 23809904</ext-link>.</mixed-citation>
      </ref>
      <ref id="B7">
        <label>7.</label>
        <mixed-citation>Ghermezian A, Nami M, Shalbaf R, et al. Sleep micro–macro-structures in psychophysiological insomnia. PSG Study Sleep Vigil 2023; 7(1):55–63. <ext-link ext-link-type="doi" xlink:href="10.1007/s41782-023-00228-5">doi: 10.1007/s41782-023-00228-5</ext-link></mixed-citation>
      </ref>
      <ref id="B8">
        <label>8.</label>
        <mixed-citation>Parrino L, Milioli G, De Paolis F, et al. Paradoxical insomnia: The role of CAP and arousals in sleep misperception. Sleep Med 2009; 10(10):1139–45. <ext-link ext-link-type="doi" xlink:href="10.1016/j.sleep.2008.12.014">doi: 10.1016/j.sleep.2008.12.014</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="19595628">PMID: 19595628</ext-link>.</mixed-citation>
      </ref>
      <ref id="B9">
        <label>9.</label>
        <mixed-citation>Feige B, Benz F, Dressle RJ, et al. Insomnia and REM sleep instability. J Sleep Res 2023; 32(6):e14032. <ext-link ext-link-type="doi" xlink:href="10.1111/jsr.14032">doi: 10.1111/jsr.14032</ext-link> PubMed <ext-link ext-link-type="pmid" xlink:href="37679882">PMID: 37679882</ext-link>.</mixed-citation>
      </ref>
      <ref id="B10">
        <label>10.</label>
        <mixed-citation>Riemann D, Spiegelhalder K, Nissen C, et al. REM sleep instability–a new pathway for insomnia? Pharmacopsychiatry 2012; 45(05):167–76. <ext-link ext-link-type="doi" xlink:href="10.1055/s-0031-1299721">doi: 10.1055/s-0031-1299721</ext-link> PubMed <ext-link ext-link-type="pmid" xlink:href="22290199">PMID: 22290199</ext-link>.</mixed-citation>
      </ref>
      <ref id="B11">
        <label>11.</label>
        <mixed-citation>Riemann D, Dressle RJ, Benz F, et al. Chronic insomnia, REM sleep instability and emotional dysregulation: A pathway to anxiety and depression? J Sleep Res 2025; 34(2):e14252. <ext-link ext-link-type="doi" xlink:href="10.1111/jsr.14252">doi: 10.1111/jsr.14252</ext-link></mixed-citation>
      </ref>
      <ref id="B12">
        <label>12.</label>
        <mixed-citation>Vgontzas AN, Fernandez-Mendoza J. Objective measures are useful in subtyping chronic insomnia. Sleep 2013; 36(8):1125-6. <ext-link ext-link-type="doi" xlink:href="10.5665/sleep.2866">doi: 10.5665/sleep.2866</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="23904670">PMID: 23904670</ext-link>.</mixed-citation>
      </ref>
      <ref id="B13">
        <label>13.</label>
        <mixed-citation>Vgontzas AN, Fernandez-Mendoza J, Liao D, et al. Insomnia with objective short sleep duration: the most biologically severe phenotype of the disorder. Sleep Med Rev 2013; 17(4):241–54.</mixed-citation>
      </ref>
      <ref id="B14">
        <label>14.</label>
        <mixed-citation>Vgontzas AN, Liao D, Pejovic S, et al. Insomnia with objective short sleep duration is associated with type 2 diabetes: A population-based study. Diabetes Care 2009; 32(11):1980–5. <ext-link ext-link-type="doi" xlink:href="10.2337/dc09-0284">doi: 10.2337/dc09-0284</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="19641160">PMID: 19641160</ext-link>.</mixed-citation>
      </ref>
      <ref id="B15">
        <label>15.</label>
        <mixed-citation>Fernandez-Mendoza J, Baker JH, Vgontzas AN, et al. Insomnia symptoms with objective short sleep duration are associated with systemic inflammation in adolescents. Brain Behav Immun 2017; 61:110–6. <ext-link ext-link-type="doi" xlink:href="10.1016/j.bbi.2016.12.026">doi: 10.1016/j.bbi.2016.12.026</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="28041986">PMID: 28041986</ext-link>.</mixed-citation>
      </ref>
      <ref id="B16">
        <label>16.</label>
        <mixed-citation>Crönlein T, Geisler P, Langguth B, et al. Polysomnography reveals unexpectedly high rates of organic sleep disorders in patients with prediagnosed primary insomnia. Sleep Breath 2012; 16(4):1097–103. <ext-link ext-link-type="doi" xlink:href="10.1007/s11325-011-0608-8">doi: 10.1007/s11325-011-0608-8</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="22042508">PMID: 22042508</ext-link>.</mixed-citation>
      </ref>
      <ref id="B17">
        <label>17.</label>
        <mixed-citation>Harrison EI, Roth RH, Lobo JM, et al. Sleep time and efficiency in patients undergoing laboratory-based polysomnography. J Clin Sleep Med 2021; 17(8):1591–8. <ext-link ext-link-type="doi" xlink:href="10.5664/jcsm.9252">doi: 10.5664/jcsm.9252</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="33739259">PMID: 33739259</ext-link>.</mixed-citation>
      </ref>
      <ref id="B18">
        <label>18.</label>
        <mixed-citation>Ren W, Zhang N, Sun Y, et al. The REM microarousal and REM duration as the potential indicator in paradoxical insomnia. Sleep Med 2023; 109:110–7. <ext-link ext-link-type="doi" xlink:href="10.1016/j.sleep.2023.06.011">doi: 10.1016/j.sleep.2023.06.011</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="37429109">PMID: 37429109</ext-link>.</mixed-citation>
      </ref>
      <ref id="B19">
        <label>19.</label>
        <mixed-citation>Levendowski DJ, Ferini-Strambi L, Gamaldo C, et al. The accuracy, night-to-night variability, and stability of frontopolar sleep electroencephalography biomarkers. J Clin Sleep Med 2017; 13(6):791–803. <ext-link ext-link-type="doi" xlink:href="10.5664/jcsm.6618">doi: 10.5664/jcsm.6618</ext-link></mixed-citation>
      </ref>
      <ref id="B20">
        <label>20.</label>
        <mixed-citation>Gaines J, Vgontzas AN, Fernandez-Mendoza J, et al. Short-and long-term sleep stability in insomniacs and healthy controls. Sleep 2015; 38(11):1727–34A. <ext-link ext-link-type="doi" xlink:href="10.5665/sleep.5152">doi: 10.5665/sleep.5152</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="26237768">PMID: 26237768</ext-link>.</mixed-citation>
      </ref>
      <ref id="B21">
        <label>21.</label>
        <mixed-citation>Maltezos A, Perrault AA, Walsh NA, et al. Methodological approach to sleep state misperception in insomnia disorder: Comparison between multiple nights of actigraphy recordings and a single night of polysomnography recording. Sleep Med 2024; 115:21–9. <ext-link ext-link-type="doi" xlink:href="10.1016/j.sleep.2024.01.027">doi: 10.1016/j.sleep.2024.01.027</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="38325157">PMID: 38325157</ext-link>.</mixed-citation>
      </ref>
      <ref id="B22">
        <label>22.</label>
        <mixed-citation>Di Marco T, Scammell TE, Sadeghi K, et al. Hyperarousal features in the sleep architecture of individuals with and without insomnia. J Sleep Res 2025; 34(1):e14256. <ext-link ext-link-type="doi" xlink:href="10.1111/jsr.14256">doi: 10.1111/jsr.14256</ext-link></mixed-citation>
      </ref>
      <ref id="B23">
        <label>23.</label>
        <mixed-citation>Wei Y, Colombo MA, Ramautar JR, et al. Sleep stage transition dynamics reveal specific stage 2 vulnerability in insomnia. Sleep 2017; 40(9). <ext-link ext-link-type="doi" xlink:href="10.1093/sleep/zsx117">doi: 10.1093/sleep/zsx117</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="28934523">PMID: 28934523</ext-link>.</mixed-citation>
      </ref>
      <ref id="B24">
        <label>24.</label>
        <mixed-citation>Fortier-Brochu É, Morin CM. Cognitive impairment in individuals with insomnia: Clinical significance and correlates. Sleep 2014; 37(11):1787–98. <ext-link ext-link-type="doi" xlink:href="10.5665/sleep.4172">doi: 10.5665/sleep.4172</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="25364074">PMID: 25364074</ext-link>.</mixed-citation>
      </ref>
      <ref id="B25">
        <label>25.</label>
        <mixed-citation>Spielman AJ, Caruso LS, Glovinsky PB. A behavioral perspective on insomnia treatment. Psych Clin North Am 1987; 10(4):541–53. <ext-link ext-link-type="doi" xlink:href="10.1016/s0193-953x(18)30532-x">doi: 10.1016/s0193-953x(18)30532-x</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="3332317">PMID: 3332317</ext-link>.</mixed-citation>
      </ref>
      <ref id="B26">
        <label>26.</label>
        <mixed-citation>Lima Santos JP, Pachgade M, Soehner AM. Slow wave sleep and emotion regulation in adolescents with depressive symptoms: an experimental pilot study. J Sleep Res 2025; 34(6):e70038. <ext-link ext-link-type="doi" xlink:href="10.1111/jsr.70038">doi: 10.1111/jsr.70038</ext-link></mixed-citation>
      </ref>
      <ref id="B27">
        <label>27.</label>
        <mixed-citation>Blackwelder A, Hoskins M, Huber L. Effect of inadequate sleep on frequent mental distress. Prev Chronic Dis 2021; 18:1–9. <ext-link ext-link-type="doi" xlink:href="10.5888/PCD18.200573">doi: 10.5888/PCD18.200573</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="34138697">PMID: 34138697</ext-link>.</mixed-citation>
      </ref>
      <ref id="B28">
        <label>28.</label>
        <mixed-citation>Edinger JD, Krystal AD. Subtyping primary insomnia: Is sleep state misperception a distinct clinical entity? Sleep Med Rev 2003; 7(3):203–14. <ext-link ext-link-type="doi" xlink:href="10.1053/smrv.2002.0253">doi: 10.1053/smrv.2002.0253</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="12927120">PMID: 12927120</ext-link>.</mixed-citation>
      </ref>
      <ref id="B29">
        <label>29.</label>
        <mixed-citation>Shi Y, Ren R, Lei F, et al. Elevated beta activity in the nighttime sleep and multiple sleep latency electroencephalograms of chronic insomnia patients. Front Neurosci 2022; 16:1045934. <ext-link ext-link-type="doi" xlink:href="10.3389/fnins.2022.1045934">doi: 10.3389/fnins.2022.1045934</ext-link></mixed-citation>
      </ref>
      <ref id="B30">
        <label>30.</label>
        <mixed-citation>Bastien CH, Cote KA. Insomnia: A magnifying glass to measure hyperarousal in REM. Sleep 2021; 44(10):zsab184. <ext-link ext-link-type="doi" xlink:href="10.1093/sleep/zsab184">doi: 10.1093/sleep/zsab184</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="34329476">PMID: 34329476</ext-link>.</mixed-citation>
      </ref>
      <ref id="B31">
        <label>31.</label>
        <mixed-citation>Rezaie L, Fobian AD, McCall WV, et al. Paradoxical insomnia and subjective–objective sleep discrepancy: A review. Sleep Med Rev 2018; 40:196–202. <ext-link ext-link-type="doi" xlink:href="10.1016/j.smrv.2018.01.002">doi: 10.1016/j.smrv.2018.01.002</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="29402512">PMID: 29402512</ext-link>.</mixed-citation>
      </ref>
      <ref id="B32">
        <label>32.</label>
        <mixed-citation>Pérusse AD, Pedneault-Drolet M, Rancourt C, et al. REM sleep as a potential indicator of hyperarousal in psychophysiological and paradoxical insomnia sufferers. Int J Psychophysiol 2015; 95(3):372–8. <ext-link ext-link-type="doi" xlink:href="10.1016/j.ijpsycho.2015.01.005">doi: 10.1016/j.ijpsycho.2015.01.005</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="25596383">PMID: 25596383</ext-link>.</mixed-citation>
      </ref>
      <ref id="B33">
        <label>33.</label>
        <mixed-citation>Tempesta D, Socci V, De Gennaro L, et al. Sleep and emotional processing. Sleep Med Rev 2018; 40:183–95. <ext-link ext-link-type="doi" xlink:href="10.1016/j.smrv.2017.12.005">doi: 10.1016/j.smrv.2017.12.005</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="29395984">PMID: 29395984</ext-link>.</mixed-citation>
      </ref>
      <ref id="B34">
        <label>34.</label>
        <mixed-citation>Riemann D. Sleep, insomnia and anxiety–bidirectional mechanisms and chances for intervention. Sleep Med Rev 2022; 61:101584. <ext-link ext-link-type="doi" xlink:href="10.1016/j.smrv.2021.101584">doi: 10.1016/j.smrv.2021.101584</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="34999482">PMID: 34999482</ext-link>.</mixed-citation>
      </ref>
      <ref id="B35">
        <label>35.</label>
        <mixed-citation>Palagini L, Geoffroy PA, Miniati M, et al. Insomnia, sleep loss, and circadian sleep disturbances in mood disorders: a pathway toward neurodegeneration and neuroprogression? A theoretical review. CNS spectrums 2022; 27(3):298–308. <ext-link ext-link-type="doi" xlink:href="10.1017/S1092852921000018">doi: 10.1017/S1092852921000018</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="33427150">PMID: 33427150</ext-link>.</mixed-citation>
      </ref>
      <ref id="B36">
        <label>36.</label>
        <mixed-citation>Fernandez-Mendoza J, Shea S, Vgontzas AN, et al. Insomnia and incident depression: Role of objective sleep duration and natural history. J Sleep Res 2015; 24(4):390–8. <ext-link ext-link-type="doi" xlink:href="10.1111/jsr.12285">doi: 10.1111/jsr.12285</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="25728794">PMID: 25728794</ext-link>.</mixed-citation>
      </ref>
      <ref id="B37">
        <label>37.</label>
        <mixed-citation>Vargas I, Perlis ML. Insomnia and depression: clinical associations and possible mechanistic links. Curr Opin Psychol 2020; 34:95–9. <ext-link ext-link-type="doi" xlink:href="10.1016/j.copsyc.2019.11.004">doi: 10.1016/j.copsyc.2019.11.004</ext-link>; PubMed <ext-link ext-link-type="pmid" xlink:href="31846870">PMID: 31846870</ext-link>.</mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>
