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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Glob. Women&#x0027;s Health</journal-id>
<journal-title>Frontiers in Global Women&#x0027;s Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Glob. Women&#x0027;s Health</abbrev-journal-title>
<issn pub-type="epub">2673-5059</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fgwh.2025.1520641</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Global Women&#x0027;s Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Analysis of risk factors for depression and anxiety in women with polycystic ovary syndrome</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Yang</surname><given-names>Yanting</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2981216/overview"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/investigation/"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/software/"/><role content-type="https://credit.niso.org/contributor-roles/validation/"/><role content-type="https://credit.niso.org/contributor-roles/visualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/></contrib>
<contrib contrib-type="author"><name><surname>Liu</surname><given-names>Lin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2568150/overview"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/visualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Hu</surname><given-names>Ning</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2981233/overview"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/visualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/validation/"/></contrib>
<contrib contrib-type="author"><name><surname>Huo</surname><given-names>Huyan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2242339/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/></contrib>
<contrib contrib-type="author"><name><surname>Yang</surname><given-names>Xin</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1852602/overview" /><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/software/"/><role content-type="https://credit.niso.org/contributor-roles/visualization/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Wang</surname><given-names>Fang</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/1250523/overview" /><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/><role content-type="https://credit.niso.org/contributor-roles/project-administration/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><institution>Department of Obstetrics and Gynecology, Second Clinical Medical College, Lanzhou University</institution>, <addr-line>Lanzhou</addr-line>, <country>China</country></aff>
<aff id="aff2"><label><sup>2</sup></label><institution>Department of Reproductive Medicine, Second Clinical Medical College, Lanzhou University</institution>, <addr-line>Lanzhou</addr-line>, <country>China</country></aff>
<aff id="aff3"><label><sup>3</sup></label><institution>Department of Reproductive Medicine, Second Hospital, Lanzhou University</institution>, <addr-line>Lanzhou</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Leah Susser, Cornell University, United States</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Tarun Kumar Suvvari, Squad Medicine and Research (SMR), India</p>
<p>Sophie Williams, University of Derby, United Kingdom</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Fang Wang <email>ery_fwang@lzu.edu.cn</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>03</day><month>03</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>6</volume><elocation-id>1520641</elocation-id>
<history>
<date date-type="received"><day>31</day><month>10</month><year>2024</year></date>
<date date-type="accepted"><day>13</day><month>02</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Yang, Liu, Hu, Huo, Yang and Wang.</copyright-statement>
<copyright-year>2025</copyright-year><copyright-holder>Yang, Liu, Hu, Huo, Yang and Wang</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract><sec><title>Background</title>
<p>Polycystic ovary syndrome (PCOS) is one of the most common reproductive endocrine disorders among women of reproductive age, often accompanied by a series of symptoms such as hirsutism, hair loss, menstrual disorders and obesity, resulting in an increasing risk of depression and anxiety in such patients.</p>
</sec><sec><title>Methods</title>
<p>A total of 413 patients in the Reproductive Medicine Center of the Second Hospital of Lanzhou University from June 2021 to June 2023 were enrolled. We collected sociodemographic information and lifestyle-related factors using a structured questionnaire. Patient Health Questionnaire (PHQ-9) and Generalized Anxiety Disorder Scale (GAD-7) were used to evaluate the psychological status of the subjects. Sleep-related variables were assessed using the Pittsburgh Sleep Quality Index (PSQI), and metabolic measures were collected from patients&#x0027; medical records.</p>
</sec><sec><title>Results</title>
<p>Compared with the control group, PCOS patients were younger, the average age was (27.39&#x2009;&#x00B1;&#x2009;3.48) years old, and the BMI value was higher, the difference was statistically significant (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). The proportions of depression and anxiety in PCOS patients were 47.7&#x0025; and 39.9&#x0025;, respectively. In PCOS patients with depressive anxiety symptoms, the proportions of mild, moderate, moderately severe and severe depression were 31.6&#x0025;, 12.4&#x0025;, 1.6&#x0025; and 2.1&#x0025;, respectively. The proportions of mild, moderate, moderately severe and severe anxiety were 30.6&#x0025;, 6.2&#x0025;, 1.0&#x0025; and 2.1&#x0025;, respectively. Depression was significantly associated with serum free triiodothyronine (FT3) OR (95&#x0025; CI)&#x2009;&#x003D;&#x2009;3.33 (1.30&#x2013;8.55), sleep duration 4.99 (1.45&#x2013;17.23) and daytime dysfunction 8.24 (3.53&#x2013;19.22). Anxiety was significantly associated with daytime dysfunction OR (95&#x0025; CI)&#x2009;&#x003D;&#x2009;3.45 (1.78&#x2013;6.70). No association was found between mental health and other metabolic characteristics in PCOS patients (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05).</p>
</sec><sec><title>Conclusion</title>
<p>According to the results of the current study, a high proportion of women with PCOS have mental health disorders, and there is a significant correlation between mental health disorders and sleep conditions.</p>
</sec>
</abstract>
<kwd-group>
<kwd>polycystic ovary syndrome</kwd>
<kwd>depression</kwd>
<kwd>anxiety</kwd>
<kwd>sleep disorders</kwd>
<kwd>mental health</kwd>
</kwd-group><contract-num rid="cn001">82460306</contract-num><contract-num rid="cn002">054000229</contract-num><contract-num rid="cn003">CY2018-MS12</contract-num><contract-num rid="cn004">CY2023-MS-B13</contract-num><contract-sponsor id="cn001">National Natural Science Foundation of China</contract-sponsor><contract-sponsor id="cn002">Science Foundation of Lanzhou University</contract-sponsor><contract-sponsor id="cn003">Science Foundation of Lanzhou University Second Hospital</contract-sponsor><contract-sponsor id="cn004">Cuiying Scientific and Technological Innovation Program of The Second Hospital &#x0026; Clinical Medical School, Lanzhou University</contract-sponsor><counts>
<fig-count count="1"/>
<table-count count="7"/><equation-count count="1"/><ref-count count="38"/><page-count count="11"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Women&#x0027;s Mental Health</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>Polycystic ovary syndrome (PCOS) is a multifaceted endocrine disorder affecting women of reproductive age, and it is responsible for almost 80&#x0025; of cases of anovulatory infertility (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). The condition is typically characterized by menstrual disorders (oligomenorrhea or amenorrhea), infertility, hyperandrogenemia, and polycystic changes in the ovaries, which impact women&#x0027;s reproductive, metabolic, and mental and emotional health (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). Clinical research has revealed that, alongside reproductive disorders, patients with PCOS also exhibit endocrine, glucose, and lipid metabolism abnormalities as well as mental and psychological symptoms (<xref ref-type="bibr" rid="B5">5</xref>). Anxiety, depression, and other adverse emotions are the most prevalent mental and psychological issues in PCOS patients. Surveys indicate that the incidence of anxiety and depression in PCOS patients is 3&#x2013;4 times higher than that of the general population (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Concerns about the risk of anxiety and depression in women with PCOS are increasing (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>The pathophysiological mechanism underlying the higher prevalence of anxiety or depression in women with PCOS remains unclear and has not been definitively linked to a specific risk factor. However, studies have shown that factors such as obesity, insulin resistance and elevated androgen levels may be involved in the pathogenesis of PCOS (<xref ref-type="bibr" rid="B10">10</xref>). A cross-sectional study found that the occurrence of depression in PCOS patients is correlated with their quality of life, and the incidence of depression in PCOS patients is increased, and the quality of life is significantly decreased (<xref ref-type="bibr" rid="B11">11</xref>).Farrell et al. found that PCOS is associated with obesity, infertility, hirsutism and acne, and these factors may contribute to the development of depression (<xref ref-type="bibr" rid="B12">12</xref>). Some systematic reviews have also indicated that the prevalence of anxiety symptoms is significantly higher in women with PCOS compared to those in the normal control group, and the presence of anxiety symptoms may be associated with hirsutism, obesity, or infertility in patients with PCOS (<xref ref-type="bibr" rid="B13">13</xref>). The median prevalence of depressive symptoms in women with PCOS is 36.6&#x0025;, and the prevalence of anxiety is as high as 76.7&#x0025;; and women with PCOS have a higher risk of anxiety than women without PCOS (<xref ref-type="bibr" rid="B14">14</xref>). The literature review shows that there is good evidence that adult women with PCOS are at increased risk of depression and anxiety symptoms (<xref ref-type="bibr" rid="B15">15</xref>). Clinical studies have shown that sleep disturbances occur more frequently in women with PCOS than in normal controls, and also have shown that the proportion of sleep disorders in PCOS patients is 16.14&#x0025; (<xref ref-type="bibr" rid="B16">16</xref>). Sleep disturbances may be related to anxiety and depression to some extent, but the specific impact of sleep disorders on the psychological health of women with PCOS has not been studied so far (<xref ref-type="bibr" rid="B17">17</xref>). Currently, the etiology of the elevated prevalence of depression and anxiety in women with PCOS remains unclear, thus necessitating further research.</p>
<p>The aim of this study was to investigate the correlation between metabolic indicators, sleep status and anxiety and depression in women with PCOS.</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Materials and methods</title>
<sec id="s2a"><label>2.1</label><title>Study population</title>
<p>The data of this study were collected from patients who visited the Reproductive Medicine Center of the Second Hospital of Lanzhou University from June 2021 to June 2023. Patients included in the study were between 20 and 40 years of age. Patients were excluded from the study if one of the following conditions was met: (1) the participant was unable to complete the questionnaire independently; (2) taking hormones or drugs affecting hormone secretion in the past three months; (3) History of congenital adrenal hyperplasia, Cushing&#x0027;s syndrome, or thyroid dysfunction; (4) ovarian or adrenal tumors causing ovulation disorder or abnormal androgen secretion; (5) They are in the lactation period; (6) previous history of malignant tumor; The case group consisted of patients diagnosed with PCOS, while the control group comprised patients without PCOS. To be diagnosed with PCOS according to the Rotterdam criteria (<xref ref-type="bibr" rid="B18">18</xref>), women had to have at least two of the following symptoms: (1) oligoovulation or anovulation; (2) clinical and/or biochemical hyperandrogenism, including acne, hypertrichosis, and seborrheic alopecia; (3) Ultrasound showed ovarian polycystic changes(Ultrasound showed that there were more than 12 follicles with a diameter of 2&#x2013;9&#x2005;mm in one or both ovaries, and/or the ovarian volume was more than 10 cm<sup>3</sup>). The control group consisted of women who underwent a healthy physical examination and had no abnormal ovarian function during the same period. The study flow chart is shown in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>.</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Study flow chart.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fgwh-06-1520641-g001.tif"/>
</fig>
</sec>
<sec id="s2b"><label>2.2</label><title>Sample size estimation</title>
<p>Based on the literature, the estimated incidence of PCOS ranges from 10&#x0025;&#x2013;13&#x0025;. The report indicates an expected prevalence of 13&#x0025; (<xref ref-type="bibr" rid="B19">19</xref>). Two-sided tests were conducted with a precision of 5&#x0025; and confidence levels at 95&#x0025;, using the sample size formula:<disp-formula><mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" id="UDM1"><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:msub><mml:mi>Z</mml:mi><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo></mml:mrow></mml:msub><mml:mi>&#x03B1;</mml:mi><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mn>2</mml:mn><mml:mrow><mml:mo>/</mml:mo></mml:mrow><mml:mi>&#x03B4;</mml:mi><mml:msup><mml:mo stretchy="false">)</mml:mo><mml:mn>2</mml:mn></mml:msup><mml:mo>&#x00D7;</mml:mo><mml:mi>P</mml:mi><mml:mo>&#x00D7;</mml:mo><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>&#x2212;</mml:mo><mml:mi>P</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo><mml:mo>.</mml:mo></mml:math></disp-formula>The calculated sample size was 174, where <italic>Z</italic><sub>1&#x2212;<italic>&#x03B1;</italic></sub>/2 represents the statistic for the confidence level, <italic>&#x03B4;</italic> is the exact level, and <italic>P</italic> is the anticipated prevalence (<xref ref-type="bibr" rid="B20">20</xref>). A minimum enrollment of 209 patients was necessary to accommodate for a potential 20&#x0025; missing data. This estimate is conservative due to an expected higher prevalence in women of reproductive age. Ultimately, this study included a sufficient sample size with a total of 413 hospitalized patients.</p>
</sec>
<sec id="s2c"><label>2.3</label><title>Demographic characteristics and scale assessment</title>
<p>After signing the consent form, height and weight were measured, and body mass index (BMI) was calculated as weight (kg)/height (m)<sup>2</sup>. The questionnaire included demographic characteristics (such as age, ethnicity, education level, smoking, alcohol consumption and second-hand smoke exposure, family history of hypertension and diabetes), anxiety, depression, and sleep status. The anxiety scale and depression scale were completed by professional doctors to guide patients during the visit to assess whether patients had anxiety and depression symptoms.</p>
<p>Sleep related variables were assessed by Pittsburgh Sleep Quality Index (PSQI). PSQI scale was used to evaluate the sleep quality of the subjects in the past month, including 19 items in 7 factors, including sleep quality, sleep latency, sleep duration, sleep efficiency, sleep disorders, sleep drug use and daytime function. Each factor was scored according to 3 points, and the score of each factor component was accumulated into the total score of PSQI scale. The total score ranges from 0&#x2013;21 points.</p>
<p>Depressive symptoms at baseline were assessed using the 9-item Patient Health Questionnaire (PHQ-9) (<xref ref-type="bibr" rid="B21">21</xref>). PHQ-9 scores with major depression diagnoses from validated diagnostic interviews. Items are scored on a four-point Likert scale from 0 (&#x201C;not at all&#x201D;) to 3 (&#x201C;nearly every day&#x201D;). Item scores are summed to a total ranging from 0&#x2013;27 whereby higher values indicate higher depressive symptoms. Score: &#x003C;5 points without depression, 5&#x2013;9 is mild depression; 10&#x2013;14 is moderate depression; &#x2265;15 is considered severe depression.</p>
<p>Anxiety symptoms at baseline were assessed using the Generalized Anxiety Disorder 7-item Scale (GAD-7) (<xref ref-type="bibr" rid="B22">22</xref>). Items are scored on a four-point Likert scale from 0 (&#x201C;not at all&#x201D;) to 3 (&#x201C;nearly every day&#x201D;). Item scores are summed to a total ranging from 0&#x2013;21 whereby higher values indicate higher anxiety symptoms. Score: &#x003C;5 points without Anxiety, 5&#x2013;9 is mild Anxiety; 10&#x2013;13 is moderate Anxiety; &#x2265;14 is considered severe Anxiety.</p>
</sec>
<sec id="s2d"><label>2.4</label><title>Laboratory data sources</title>
<p>All researchers collected fasting venous blood from the outpatient department of the Second Hospital of Lanzhou University. Follicle stimulating hormone (FSH), luteinizing hormone(LH), serum free T3 (FT3), serum free T4 (FT4), thyroid stimulating hormone (TSH), homocysteine (HCY), 25-OH-vitamin D (25-OH-VitD), fasting blood glucose (FBG), fasting insulin (FINS), fasting C-peptide (FCP), 2&#x2005;h blood glucose (PBG), cholesterol (CHO), triglyceride(TG), high density lipoprotein (HDL), low density lipoprotein (LDL), aspartate aminotransferase (AST), alanine aminotransferase (ALT), uric acid (UA), creatinine (Cr) and urea (BUN) was completed by the Laboratory of the Second Hospital of Lanzhou University. All are measured by the automatic biochemical detector (ACLTOP750LAS) of Werfen Medical Device Co., Ltd. in the United States, and all operations are carried out in strict accordance with the instructions.</p>
<p>Insulin resistance index (HOMA-IR)&#x2009;&#x003D;&#x2009;FBG&#x002A;FINS/22.5, The unit of FBG is mmol/L, and the unit of FINS is mU/L, and the coefficient 22.5 is the correction factor.</p>
</sec>
<sec id="s2e"><label>2.5</label><title>Data analyses</title>
<p>Statistical analyses were performed with the use of the SPSS statistical package, version 25.0. Continuous variables with a normal distribution were expressed as mean&#x2009;&#x00B1;&#x2009;SD, and continuous variables without a normal distribution were expressed as interquartile ranges (p25, p75). For categorical variables, we expressed them as numbers and percentages. t test and non-parametric test were used for measurement data, and <italic>&#x03C7;</italic><sup>2</sup> test was used for count data. Logistic regression was used to analyze the relationship between mental health (anxiety, depression) and sleep disorders and biochemical indicators. Results were expressed as odds ratio (OR) and 95&#x0025; confidence interval (CI). Two-sided <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 was considered to statistical significance.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>The baseline characteristics of the two groups were compared</title>
<p>The demographic characteristics of the healthy and PCOS groups are presented in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>. A total of 413 women were enrolled in this study, comprising 220 non-PCOS women as the control group and 193 PCOS women as the case group. The results presented in the table indicate that there were no statistically significant differences observed between the control and case groups regarding smoking habits, exposure to second-hand smoke, family history of hypertension, and family history of diabetes (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). However, notable disparities were found in terms of age, BMI, ethnicity, and education level between the two groups (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). Specifically to the control group, patients with PCOS exhibited younger age and higher BMI values. There are also significant differences between the two groups in terms of education level and nationality (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>).</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Demographic features of individuals with PCOS compared to those with normal physical examination results.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center">Control Group</th>
<th valign="top" align="center">Case Group</th>
<th valign="top" align="center" rowspan="2">Z/<italic>&#x03C7;</italic>2</th>
<th valign="top" align="center" rowspan="2"><italic>p-</italic>Value</th>
</tr>
<tr>
<th valign="top" align="center">(<italic>n</italic>&#x2009;&#x003D;&#x2009;220)</th>
<th valign="top" align="center">(<italic>n</italic>&#x2009;&#x003D;&#x2009;193)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age(year)</td>
<td valign="top" align="center">33 (30, 37)</td>
<td valign="top" align="center">27 (25,29)</td>
<td valign="top" align="center">Z&#x2009;&#x003D;&#x2009;&#x2212;12.97</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Age categories(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;155.68</td>
<td valign="top" align="center" colspan="1">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">&#x003C;30 year</td>
<td valign="top" align="center">40 (18.2)</td>
<td valign="top" align="center">147 (76.2)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">30&#x2013;35 year</td>
<td valign="top" align="center">87 (39.5)</td>
<td valign="top" align="center">41 (21.2)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2265;35 year</td>
<td valign="top" align="center">93 (42.3)</td>
<td valign="top" align="center">5 (2.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">BMI(Kg/m<sup>2</sup>)</td>
<td valign="top" align="center">22 (20,24)</td>
<td valign="top" align="center">24 (21,28)</td>
<td valign="top" align="center"><italic>Z</italic>&#x2009;&#x003D;&#x2009;&#x2212;6.60</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">BMI categories(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;44.43</td>
<td valign="top" align="center" colspan="1">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">&#x003C;25&#x2005;Kg/m<sup>2</sup></td>
<td valign="top" align="center">184 (83.6)</td>
<td valign="top" align="center">103 (53.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2265;25&#x2005;Kg/m<sup>2</sup></td>
<td valign="top" align="center">36 (16.4)</td>
<td valign="top" align="center">90 (46.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Nation(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;15.91</td>
<td valign="top" align="center" colspan="1">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Han</td>
<td valign="top" align="center">211 (95.9)</td>
<td valign="top" align="center">168 (87)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Hui ethnic group</td>
<td valign="top" align="center">9 (4.1)</td>
<td valign="top" align="center">13 (6.7)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Other nationalities</td>
<td valign="top" align="center">0 (0.0)</td>
<td valign="top" align="center">12 (6.2)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Education(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;54.74</td>
<td valign="top" align="center" colspan="1">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Junior high</td>
<td valign="top" align="center">16 (7.3)</td>
<td valign="top" align="center">54 (28.0)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Senior high</td>
<td valign="top" align="center">9 (4.1)</td>
<td valign="top" align="center">30 (15.5)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">University</td>
<td valign="top" align="center">195 (88.6)</td>
<td valign="top" align="center">109 (56.5)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Smoking(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.01</td>
<td valign="top" align="center" colspan="1">0.93</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">214 (97.3)</td>
<td valign="top" align="center">188 (97.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">6 (2.7)</td>
<td valign="top" align="center">5 (2.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Second-hand smoke exposure(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.58</td>
<td valign="top" align="center" colspan="1">0.87</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">82 (37.3)</td>
<td valign="top" align="center">79 (40.9)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">138 (62.7)</td>
<td valign="top" align="center">114 (59.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Family hypertension(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;2.88</td>
<td valign="top" align="center" colspan="1">0.45</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">134 (60.9)</td>
<td valign="top" align="center">133 (68.9)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">86 (39.1)</td>
<td valign="top" align="center">60 (31.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Family diabetes(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.03</td>
<td valign="top" align="center" colspan="1">0.87</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">186 (84.5)</td>
<td valign="top" align="center">162(83.9)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">34(15.5)</td>
<td valign="top" align="center">31(16.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1a"><p>Bolded portions indicate categorical variables, and comparisons between groups were made using chi-square tests.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3b"><label>3.2</label><title>Depression and anxiety were compared between the two groups</title>
<p>The depression and anxiety levels of the two groups are presented in <xref ref-type="table" rid="T2">Table&#x00A0;2</xref> for comparative analysis. Significant differences were observed between the two groups in terms of total score, severity, symptoms, and overall anxiety score. Furthermore, a higher proportion of patients with PCOS exhibited comorbidities of anxiety and depression when compared to the general population.</p>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>Depression and anxiety were compared between the two groups.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center">Control Group</th>
<th valign="top" align="center">Case Group</th>
<th valign="top" align="center" rowspan="2">Z/&#x03C7;2</th>
<th valign="top" align="center" rowspan="2"><italic>p-</italic>Value</th>
</tr>
<tr>
<th valign="top" align="center">(<italic>n</italic>&#x2009;&#x003D;&#x2009;220)</th>
<th valign="top" align="center">(<italic>n</italic>&#x2009;&#x003D;&#x2009;193)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Total depression score</td>
<td valign="top" align="center">4 (2,8)</td>
<td valign="top" align="center">7 (2,11)</td>
<td valign="top" align="center">Z&#x2009;&#x003D;&#x2009;&#x2212;3.89</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Depression(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;4.16</td>
<td valign="top" align="center" colspan="1">0.041</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">137 (62.3)</td>
<td valign="top" align="center">101 (52.3)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">83 (37.7)</td>
<td valign="top" align="center">92 (47.7)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Depression symptom(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;9.71</td>
<td valign="top" align="center" colspan="1">0.046</td>
</tr>
<tr>
<td valign="top" align="left">Mild</td>
<td valign="top" align="center">54 (24.5)</td>
<td valign="top" align="center">61 (31.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Moderate</td>
<td valign="top" align="center">14 (6.4)</td>
<td valign="top" align="center">24 (12.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Moderately severe</td>
<td valign="top" align="center">7 (3.2)</td>
<td valign="top" align="center">3 (1.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Severe</td>
<td valign="top" align="center">8 (3.6)</td>
<td valign="top" align="center">4 (2.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Total anxiety score Anxiety</td>
<td valign="top" align="center">2 (0,6)</td>
<td valign="top" align="center">4 (2,6)</td>
<td valign="top" align="center">Z&#x2009;&#x003D;&#x2009;&#x2212;4.78</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Anxiety(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;1.49</td>
<td valign="top" align="center" colspan="1">0.22</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">145 (65.9)</td>
<td valign="top" align="center">116 (60.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">75 (34.1)</td>
<td valign="top" align="center">77 (39.9)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Anxiety symptom(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;6.98</td>
<td valign="top" align="center" colspan="1">0.14</td>
</tr>
<tr>
<td valign="top" align="left">Mild</td>
<td valign="top" align="center">49 (22.3)</td>
<td valign="top" align="center">59 (30.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Moderate</td>
<td valign="top" align="center">12 (5.5)</td>
<td valign="top" align="center">12 (6.2)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Moderately severe</td>
<td valign="top" align="center">9 (4.1)</td>
<td valign="top" align="center">2 (1.0)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Severe</td>
<td valign="top" align="center">5(2.3)</td>
<td valign="top" align="center">4(2.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn2a"><p>Bolded portions indicate categorical variables, and comparisons between groups were made using chi-square tests.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3c"><label>3.3</label><title>Comparison of the general condition of depression or not in patients with PCOS</title>
<p>A comparison of the demographic characteristics of the PCOS population with respect to depression is shown in <xref ref-type="table" rid="T3">Table&#x00A0;3</xref>. There were no statistically significant differences in age, BMI, education, smoking, secondhand smoke exposure, family history of hypertension, and family history of diabetes between PCOS patients with and without depression (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05) (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref>). The two groups were statistically different with respect to ethnicity and having fertility problems (<italic>p&#x2009;&#x003C;</italic>&#x2009;0.05) (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref>). Moreover, depression was more common in Han women (Han nationality is the main nationality in China) with PCOS, and the proportion of fertility problems was higher (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref>).</p>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>Comparison of general baseline data between women with and without depression in PCOS(<italic>N</italic>&#x2009;&#x003D;&#x2009;193).</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center" rowspan="2">Total (<italic>n</italic>&#x2009;&#x003D;&#x2009;193)</th>
<th valign="top" align="center">Depression-</th>
<th valign="top" align="center">Depression&#x002B;</th>
<th valign="top" align="center" rowspan="2">Z/&#x03C7;2</th>
<th valign="top" align="center" rowspan="2"><italic>p</italic>-value</th>
</tr>
<tr>
<th valign="top" align="center">(<italic>n</italic>&#x2009;&#x003D;&#x2009;101)</th>
<th valign="top" align="center">(<italic>n</italic>&#x2009;&#x003D;&#x2009;92)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age(year)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">27.41&#x2009;&#x00B1;&#x2009;3.31</td>
<td valign="top" align="center">27.37&#x2009;&#x00B1;&#x2009;3.67</td>
<td valign="top" align="center">Z&#x2009;&#x003D;&#x2009;0.072</td>
<td valign="top" align="center">0.942</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Age categories(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;2.88</td>
<td valign="top" align="center" colspan="1">0.237</td>
</tr>
<tr>
<td valign="top" align="left">&#x003C;30 year</td>
<td valign="top" align="center">147 (76.2)</td>
<td valign="top" align="center">76 (75.2)</td>
<td valign="top" align="center">71 (77.2)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">30&#x2013;35 year</td>
<td valign="top" align="center">41 (21.2)</td>
<td valign="top" align="center">24 (23.8)</td>
<td valign="top" align="center">17 (18.5)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2265;35 year</td>
<td valign="top" align="center">5 (2.6)</td>
<td valign="top" align="center">1 (1.0)</td>
<td valign="top" align="center">4 (4.3)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">BMI(Kg/m<sup>2</sup>)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">24.70&#x2009;&#x00B1;&#x2009;4.36</td>
<td valign="top" align="center">25.80&#x2009;&#x00B1;&#x2009;4.84</td>
<td valign="top" align="center">Z&#x2009;&#x003D;&#x2009;&#x2212;1.67</td>
<td valign="top" align="center">0.096</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">BMI categories(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;2.17</td>
<td valign="top" align="center" colspan="1">0.141</td>
</tr>
<tr>
<td valign="top" align="left">&#x003C;25&#x2005;Kg/m<sup>2</sup></td>
<td valign="top" align="center">103 (53.4)</td>
<td valign="top" align="center">59 (58.4)</td>
<td valign="top" align="center">44 (47.8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2265;25&#x2005;Kg/m<sup>2</sup></td>
<td valign="top" align="center">90 (46.6)</td>
<td valign="top" align="center">42 (41.6)</td>
<td valign="top" align="center">48 (52.2)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Nation(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;8.03</td>
<td valign="top" align="center" colspan="1">0.018</td>
</tr>
<tr>
<td valign="top" align="left">Han</td>
<td valign="top" align="center">168 (87.0)</td>
<td valign="top" align="center">83 (82.2)</td>
<td valign="top" align="center">85 (92.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Hui ethnic group</td>
<td valign="top" align="center">13 (6.7)</td>
<td valign="top" align="center">7 (6.9)</td>
<td valign="top" align="center">6 (6.5)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Other nationalities</td>
<td valign="top" align="center">12 (6.2)</td>
<td valign="top" align="center">11 (10.9)</td>
<td valign="top" align="center">1 (1.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Education(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;5.44</td>
<td valign="top" align="center" colspan="1">0.066</td>
</tr>
<tr>
<td valign="top" align="left">Junior high</td>
<td valign="top" align="center">54 (28.0)</td>
<td valign="top" align="center">34 (33.7)</td>
<td valign="top" align="center">20 (21.7)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Senior high</td>
<td valign="top" align="center">30 (15.5)</td>
<td valign="top" align="center">11 (10.9)</td>
<td valign="top" align="center">19 (20.7)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">University</td>
<td valign="top" align="center">109 (56.5)</td>
<td valign="top" align="center">56 (55.4)</td>
<td valign="top" align="center">53 (57.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Smoking(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.121</td>
<td valign="top" align="center" colspan="1">1.000</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">188 (97.4)</td>
<td valign="top" align="center">98 (97.0)</td>
<td valign="top" align="center">90 (97.8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">5 (2.6)</td>
<td valign="top" align="center">3 (3.0)</td>
<td valign="top" align="center">2 (2.2)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Second-hand smoke exposure(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.155</td>
<td valign="top" align="center" colspan="1">0.694</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">79 (40.9)</td>
<td valign="top" align="center">40 (39.6)</td>
<td valign="top" align="center">39 (42.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">114 (59.1)</td>
<td valign="top" align="center">61 (60.4)</td>
<td valign="top" align="center">53 (57.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Family hypertension(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;1.120</td>
<td valign="top" align="center" colspan="1">0.290</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">133 (68.9)</td>
<td valign="top" align="center">73 (72.3)</td>
<td valign="top" align="center">60 (65.2)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">60 (31.1)</td>
<td valign="top" align="center">28 (27.7)</td>
<td valign="top" align="center">32 (34.8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Family diabetes(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.008</td>
<td valign="top" align="center" colspan="1">0.930</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">162 (83.9)</td>
<td valign="top" align="center">85 (84.2)</td>
<td valign="top" align="center">77 (83.7)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">31 (16.1)</td>
<td valign="top" align="center">16 (15.8)</td>
<td valign="top" align="center">15 (16.3)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Family fertility problem(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;5.78</td>
<td valign="top" align="center" colspan="1">0.016</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">179 (92.7)</td>
<td valign="top" align="center">98(97.0)</td>
<td valign="top" align="center">81(88.0)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">14(7.3)</td>
<td valign="top" align="center">3(3.0)</td>
<td valign="top" align="center">11(12.0)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn3a"><p>Bolded portions indicate categorical variables, and comparisons between groups were made using chi-square tests.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3d"><label>3.4</label><title>Comparison of the general condition of anxiety or not in patients with PCOS</title>
<p>A comparison of anxious and non-anxious demographic characteristics in the PCOS population is shown in <xref ref-type="table" rid="T4">Table&#x00A0;4</xref>. There were no significant differences in age, BMI, education level, smoking, second-hand smoke exposure, family history of hypertension, and family history of diabetes between PCOS patients with and without anxiety (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05) (<xref ref-type="table" rid="T4">Table&#x00A0;4</xref>). There were significant differences between the two groups with respect to ethnicity (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) (<xref ref-type="table" rid="T4">Table&#x00A0;4</xref>). In addition, anxiety was more common in Han women with PCOS (<xref ref-type="table" rid="T4">Table&#x00A0;4</xref>). However, the limited ethnic diversity in this study, primarily consisting of Han population, diminishes the comparative significance of the observed differences.</p>
<table-wrap id="T4" position="float"><label>Table 4</label>
<caption><p>Comparison of general baseline data between women with and without anxiety in PCOS(<italic>N</italic>&#x2009;&#x003D;&#x2009;193).</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center">Total</th>
<th valign="top" align="center">Anxiety-</th>
<th valign="top" align="center">Anxiety&#x002B;</th>
<th valign="top" align="center" rowspan="2">Z/&#x03C7;2</th>
<th valign="top" align="center" rowspan="2"><italic>p</italic>-value</th>
</tr>
<tr>
<th valign="top" align="center">(<italic>n</italic>&#x2009;&#x003D;&#x2009;193)</th>
<th valign="top" align="center">(<italic>n</italic>&#x2009;&#x003D;&#x2009;116)</th>
<th valign="top" align="center">(<italic>n</italic>&#x2009;&#x003D;&#x2009;77)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age(year)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">27.45&#x2009;&#x00B1;&#x2009;3.67</td>
<td valign="top" align="center">27.30&#x2009;&#x00B1;&#x2009;3.20</td>
<td valign="top" align="center">Z&#x2009;&#x003D;&#x2009;0.292</td>
<td valign="top" align="center">0.771</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Age categories(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;1.497</td>
<td valign="top" align="center" colspan="1">0.473</td>
</tr>
<tr>
<td valign="top" align="left">&#x003C;30 year</td>
<td valign="top" align="center">147 (76.2)</td>
<td valign="top" align="center">85 (73.3)</td>
<td valign="top" align="center">62 (80.5)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">30&#x2013;35 year</td>
<td valign="top" align="center">41 (21.2)</td>
<td valign="top" align="center">28 (24.1)</td>
<td valign="top" align="center">13 (16.9)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2265;35 year</td>
<td valign="top" align="center">5 (2.6)</td>
<td valign="top" align="center">3 (2.6)</td>
<td valign="top" align="center">2 (2.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">BMI(Kg/m<sup>2</sup>)</td>
<td valign="top" align="center"/>
<td valign="top" align="center">25.24&#x2009;&#x00B1;&#x2009;4.39</td>
<td valign="top" align="center">25.20&#x2009;&#x00B1;&#x2009;4.96</td>
<td valign="top" align="center">Z&#x2009;&#x003D;&#x2009;0.057</td>
<td valign="top" align="center">0.954</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">BMI categories(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.734</td>
<td valign="top" align="center" colspan="1">0.392</td>
</tr>
<tr>
<td valign="top" align="left">&#x003C;25&#x2005;Kg/m<sup>2</sup></td>
<td valign="top" align="center">103 (53.4)</td>
<td valign="top" align="center">59 (50.9)</td>
<td valign="top" align="center">44 (57.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2265;25&#x2005;Kg/m<sup>2</sup></td>
<td valign="top" align="center">90 (46.6)</td>
<td valign="top" align="center">57 (49.1)</td>
<td valign="top" align="center">33 (42.9)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Nation(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;6.582</td>
<td valign="top" align="center" colspan="1">0.037</td>
</tr>
<tr>
<td valign="top" align="left">han</td>
<td valign="top" align="center">168 (87.0)</td>
<td valign="top" align="center">98 (84.5)</td>
<td valign="top" align="center">70 (90.9)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Hui ethnic group</td>
<td valign="top" align="center">13 (6.7)</td>
<td valign="top" align="center">7 (6.0)</td>
<td valign="top" align="center">6 (7.8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Other nationalities</td>
<td valign="top" align="center">12 (6.2)</td>
<td valign="top" align="center">11 (9.5)</td>
<td valign="top" align="center">1 (1.3)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Education(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;2.959</td>
<td valign="top" align="center" colspan="1">0.228</td>
</tr>
<tr>
<td valign="top" align="left">Junior high</td>
<td valign="top" align="center">54 (28.0)</td>
<td valign="top" align="center">37 (31.9)</td>
<td valign="top" align="center">17 (22.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Senior high</td>
<td valign="top" align="center">30 (15.5)</td>
<td valign="top" align="center">15 (12.9)</td>
<td valign="top" align="center">15 (19.5)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">University</td>
<td valign="top" align="center">109 (56.5)</td>
<td valign="top" align="center">64 (55.2)</td>
<td valign="top" align="center">45 (58.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Smoking(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.210</td>
<td valign="top" align="center" colspan="1">0.647</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">188 (97.4)</td>
<td valign="top" align="center">112 (96.6)</td>
<td valign="top" align="center">76 (98.7)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">5 (2.6)</td>
<td valign="top" align="center">4 (3.4)</td>
<td valign="top" align="center">1 (1.3)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Second-hand smoke exposure(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.550</td>
<td valign="top" align="center" colspan="1">0.458</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">79 (40.9)</td>
<td valign="top" align="center">45 (38.8)</td>
<td valign="top" align="center">34 (44.2)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">114 (59.1)</td>
<td valign="top" align="center">71 (61.2)</td>
<td valign="top" align="center">43 (55.8)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Family hypertension(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;1.664</td>
<td valign="top" align="center" colspan="1">0.197</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">133 (68.9)</td>
<td valign="top" align="center">84 (72.4)</td>
<td valign="top" align="center">49 (63.6)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">60 (31.1)</td>
<td valign="top" align="center">32 (27.6)</td>
<td valign="top" align="center">28 (36.4)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Family diabetes(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.064</td>
<td valign="top" align="center" colspan="1">0.800</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">162 (83.9)</td>
<td valign="top" align="center">98 (84.5)</td>
<td valign="top" align="center">64 (83.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">31 (16.1)</td>
<td valign="top" align="center">18 (15.5)</td>
<td valign="top" align="center">13 (16.9)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Family fertility problem(<italic>n</italic>&#x0025;)</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">&#x03C7;2&#x2009;&#x003D;&#x2009;0.643</td>
<td valign="top" align="center" colspan="1">0.423</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">179 (92.7)</td>
<td valign="top" align="center">109(94.0)</td>
<td valign="top" align="center">70(90.9)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">14(7.3)</td>
<td valign="top" align="center">7(6.0)</td>
<td valign="top" align="center">7(9.1)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn4a"><p>Bolded portions indicate categorical variables, and comparisons between groups were made using chi-square tests.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3e"><label>3.5</label><title>Association of biochemical indicators with depression/anxiety</title>
<p>The relationship between biochemical indicators and anxiety/depression is shown in <xref ref-type="table" rid="T5">Table&#x00A0;5</xref>. There were no significant differences in hormone levels, blood lipids, FBG, FINS, HOMA-IR, FCP, thyroid function, liver enzyme, renal function, and homocysteine between the anxiety/depression group and the non-anxiety/depression group. However, in PCOS patients with/without depression, we found a significant difference in FT3 between the two groups (OR 3.33; 95&#x0025; CI 1.3&#x2013;8.55; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05) (<xref ref-type="table" rid="T5">Table&#x00A0;5</xref>). It indicates that thyroid function may have a certain effect on depression in women, and more research is needed to find out the specific effect. Because some patients did not undergo biochemical tests, the biochemical indicators of all patients could not be obtained. Partial missing values (missing values&#x2009;&#x003C;&#x2009;0.05) of non-biochemical results were filled by multiple imputation method.</p>
<table-wrap id="T5" position="float"><label>Table 5</label>
<caption><p>The biochemical indicators of anxiety/depression in PCOS patients were compared (univariate logistic regression).</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Index</th>
<th valign="top" align="center" colspan="2">Depression&#x002B;</th>
<th valign="top" align="center" colspan="2">Anxiety&#x002B;</th>
</tr>
<tr>
<th valign="top" align="center">OR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>p</italic>-Value</th>
<th valign="top" align="center">OR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>p</italic>-Value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age(year)</td>
<td valign="top" align="center">0.96 (0.84,1.09)</td>
<td valign="top" align="center">0.496</td>
<td valign="top" align="center">1 (0.88,1.14)</td>
<td valign="top" align="center">0.997</td>
</tr>
<tr>
<td valign="top" align="left">BMI(Kg/m<sup>2</sup>)</td>
<td valign="top" align="center">1.08 (0.94,1.24)</td>
<td valign="top" align="center">0.295</td>
<td valign="top" align="center">1.05 (0.92,1.21)</td>
<td valign="top" align="center">0.453</td>
</tr>
<tr>
<td valign="top" align="left">FSH(mIU/ml)</td>
<td valign="top" align="center">1.05 (0.67,1.62)</td>
<td valign="top" align="center">0.845</td>
<td valign="top" align="center">1 (0.66,1.5)</td>
<td valign="top" align="center">0.995</td>
</tr>
<tr>
<td valign="top" align="left">LH(mIU/ml)</td>
<td valign="top" align="center">0.94 (0.82,1.07)</td>
<td valign="top" align="center">0.346</td>
<td valign="top" align="center">0.98 (0.9,1.08)</td>
<td valign="top" align="center">0.697</td>
</tr>
<tr>
<td valign="top" align="left">FSH/LH</td>
<td valign="top" align="center">0.76 (0.19,2.98)</td>
<td valign="top" align="center">0.694</td>
<td valign="top" align="center">1.01 (0.88,1.17)</td>
<td valign="top" align="center">0.848</td>
</tr>
<tr>
<td valign="top" align="left">FT3 (pmol/L)</td>
<td valign="top" align="center">3.33 (1.30,8.55)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>012</bold></td>
<td valign="top" align="center">2.44 (0.93,6.36)</td>
<td valign="top" align="center">0.069</td>
</tr>
<tr>
<td valign="top" align="left">FT4 (pmol/L)</td>
<td valign="top" align="center">0.82 (0.64,1.04)</td>
<td valign="top" align="center">0.094</td>
<td valign="top" align="center">0.84 (0.66,1.08)</td>
<td valign="top" align="center">0.179</td>
</tr>
<tr>
<td valign="top" align="left">TSH(uIU/ml)</td>
<td valign="top" align="center">1.14 (0.94,1.39)</td>
<td valign="top" align="center">0.187</td>
<td valign="top" align="center">1.20 (0.98,1.46)</td>
<td valign="top" align="center">0.074</td>
</tr>
<tr>
<td valign="top" align="left">FBG(mmol/L)</td>
<td valign="top" align="center">1.19 (0.32,4.48)</td>
<td valign="top" align="center">0.796</td>
<td valign="top" align="center">0.64 (0.19,2.16)</td>
<td valign="top" align="center">0.469</td>
</tr>
<tr>
<td valign="top" align="left">FINS(mU/L)</td>
<td valign="top" align="center">0.95 (0.70,1.30)</td>
<td valign="top" align="center">0.763</td>
<td valign="top" align="center">0.91 (0.67,1.22)</td>
<td valign="top" align="center">0.509</td>
</tr>
<tr>
<td valign="top" align="left">HOMA-IR</td>
<td valign="top" align="center">1.03 (0.34,3.12)</td>
<td valign="top" align="center">0.963</td>
<td valign="top" align="center">1.38 (0.48,3.95)</td>
<td valign="top" align="center">0.554</td>
</tr>
<tr>
<td valign="top" align="left">FCP(ng/ml)</td>
<td valign="top" align="center">1.36 (0.34,5.51)</td>
<td valign="top" align="center">0.667</td>
<td valign="top" align="center">0.76 (0.19,3.00)</td>
<td valign="top" align="center">0.696</td>
</tr>
<tr>
<td valign="top" align="left">PBG(mmol/L)</td>
<td valign="top" align="center">0.92 (0.66,1.28)</td>
<td valign="top" align="center">0.628</td>
<td valign="top" align="center">1.00 (0.72,1.38)</td>
<td valign="top" align="center">0.992</td>
</tr>
<tr>
<td valign="top" align="left">CHO(mmol/L)</td>
<td valign="top" align="center">6.46 (0.85,49.04)</td>
<td valign="top" align="center">0.071</td>
<td valign="top" align="center">3.87 (0.47,31.89)</td>
<td valign="top" align="center">0.209</td>
</tr>
<tr>
<td valign="top" align="left">TG(mmol/L)</td>
<td valign="top" align="center">0.80 (0.38,1.68)</td>
<td valign="top" align="center">0.549</td>
<td valign="top" align="center">1.18 (0.56,2.51)</td>
<td valign="top" align="center">0.666</td>
</tr>
<tr>
<td valign="top" align="left">LDL(mmol/L)</td>
<td valign="top" align="center">0.16 (0.02,1.38)</td>
<td valign="top" align="center">0.095</td>
<td valign="top" align="center">0.20 (0.02,2.03)</td>
<td valign="top" align="center">0.173</td>
</tr>
<tr>
<td valign="top" align="left">HDL(mmol/L)</td>
<td valign="top" align="center">0.32 (0.04,2.65)</td>
<td valign="top" align="center">0.292</td>
<td valign="top" align="center">0.20 (0.02,2.18)</td>
<td valign="top" align="center">0.188</td>
</tr>
<tr>
<td valign="top" align="left">ALT(U/L)</td>
<td valign="top" align="center">0.96 (0.92,1.01)</td>
<td valign="top" align="center">0.114</td>
<td valign="top" align="center">0.99 (0.95,1.03)</td>
<td valign="top" align="center">0.579</td>
</tr>
<tr>
<td valign="top" align="left">AST(U/L)</td>
<td valign="top" align="center">1.07 (0.99,1.16)</td>
<td valign="top" align="center">0.083</td>
<td valign="top" align="center">1.05 (0.97,1.13)</td>
<td valign="top" align="center">0.229</td>
</tr>
<tr>
<td valign="top" align="left">AST/ALT</td>
<td valign="top" align="center">0.81 (0.44,1.47)</td>
<td valign="top" align="center">0.482</td>
<td valign="top" align="center">1.09 (0.63,1.88)</td>
<td valign="top" align="center">0.770</td>
</tr>
<tr>
<td valign="top" align="left">BUN(mmol/L)</td>
<td valign="top" align="center">0.29 (0.05,1.74)</td>
<td valign="top" align="center">0.175</td>
<td valign="top" align="center">0.39 (0.07,2.2)</td>
<td valign="top" align="center">0.283</td>
</tr>
<tr>
<td valign="top" align="left">Cr(<italic>&#x03BC;</italic>mol/L)</td>
<td valign="top" align="center">1.14 (0.97,1.35)</td>
<td valign="top" align="center">0.118</td>
<td valign="top" align="center">1.02 (0.87,1.2)</td>
<td valign="top" align="center">0.780</td>
</tr>
<tr>
<td valign="top" align="left">UA(&#x03BC;mol/L)</td>
<td valign="top" align="center">1.00 (0.99,1.00)</td>
<td valign="top" align="center">0.206</td>
<td valign="top" align="center">1 (0.99,1.01)</td>
<td valign="top" align="center">0.710</td>
</tr>
<tr>
<td valign="top" align="left">HCY(&#x03BC;mol/L)</td>
<td valign="top" align="center">0.94(0.86,1.03)</td>
<td valign="top" align="center">0.152</td>
<td valign="top" align="center">1.07(0.99,1.17)</td>
<td valign="top" align="center">0.091</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn5a"><p>Bold numbers signify those with statistical significance.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3f"><label>3.6</label><title>Relationship between sleep and depression/anxiety</title>
<p>The associations between sleep factors and anxiety and depression are shown in <xref ref-type="table" rid="T6">Tables&#x00A0;6</xref>, <xref ref-type="table" rid="T7">7</xref>. The results of univariate analysis showed that The OR (95&#x0025;CI) values of depression and subjective sleep quality, sleep duration, sleep disorder, daytime dysfunction, total sleep score and sleep quality respectively were 2.08 (1.17&#x2013;3.70), 4.94 (1.84&#x2013;13.29), 2.68 (1.28&#x2013;5.62),8.63 (3.94&#x2013;18.93), 1.43 (1.21&#x2013;1.70) and 4.58 (2.15 -9.76). The multivariate analysis still found statistically significant differences between depression and sleep duration as well as daytime dysfunction after taking into account all factors with significant statistical significance (<xref ref-type="table" rid="T7">Table&#x00A0;7</xref>). Similarly, the OR (95&#x0025;CI) values of anxiety and subjective sleep quality, sleep duration, daytime dysfunction, total sleep score, and sleep quality assessment were 2.11 (1.18&#x2013;3.78), 2.24 (1. 05&#x2013;4.78), 3.94 (2. 11&#x2013;7.39), 1.28 (1.09&#x2013;1.50) and 2.45 (1.24&#x2013;4.87). A statistically significant difference between anxiety and daytime dysfunction could still be seen by multivariate analysis of statistically significant factors.</p>
<table-wrap id="T6" position="float"><label>Table 6</label>
<caption><p>Single factor logistic regression analysis of sleep and anxiety/depression in PCOS patients (<italic>N</italic>&#x2009;&#x003D;&#x2009;193).</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center" colspan="2">Depression&#x002B;</th>
<th valign="top" align="center" colspan="2">Anxiety&#x002B;</th>
</tr>
<tr>
<th valign="top" align="center">OR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>p</italic>-Value</th>
<th valign="top" align="center">OR (95&#x0025; CI)</th>
<th valign="top" align="center"><italic>p</italic>-Value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Subjective Sleep quality</td>
<td valign="top" align="center">2.08 (1.17, 3.70)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>013</bold></td>
<td valign="top" align="center">2.11 (1.18, 3.78)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>012</bold></td>
</tr>
<tr>
<td valign="top" align="left">Sleep latency</td>
<td valign="top" align="center">1.17 (0.86, 1.58)</td>
<td valign="top" align="center">0.325</td>
<td valign="top" align="center">1.22 (0.89, 1.66)</td>
<td valign="top" align="center">0.215</td>
</tr>
<tr>
<td valign="top" align="left">Sleep duration</td>
<td valign="top" align="center">4.94 (1.84, 13.29)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>002</bold></td>
<td valign="top" align="center">2.24 (1.05, 4.78)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>036</bold></td>
</tr>
<tr>
<td valign="top" align="left" colspan="5">Sleep efficiency</td>
</tr>
<tr>
<td valign="top" align="left">&#x003E;85&#x0025;</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">NE</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">NE</td>
</tr>
<tr>
<td valign="top" align="left">&#x2264;85&#x0025;</td>
<td valign="top" align="center">1.2 (0.79, 1.83)</td>
<td valign="top" align="center">0.404</td>
<td valign="top" align="center">0.91 (0.45, 1.83)</td>
<td valign="top" align="center">0.788</td>
</tr>
<tr>
<td valign="top" align="left">Sleep disturbance</td>
<td valign="top" align="center">2.68 (1.28, 5.62)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>009</bold></td>
<td valign="top" align="center">1.94 (0.98, 3.83)</td>
<td valign="top" align="center">0.056</td>
</tr>
<tr>
<td valign="top" align="left">Daytime dysfunction</td>
<td valign="top" align="center">8.63 (3.94, 18.93)</td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
<td valign="top" align="center">3.94 (2.11, 7.39)</td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left" colspan="5">Use of sleep medication</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">NE</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">NE</td>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">NE</td>
<td valign="top" align="center">NE</td>
<td valign="top" align="center">NE</td>
<td valign="top" align="center">NE</td>
</tr>
<tr>
<td valign="top" align="left">Total score of PSQI</td>
<td valign="top" align="center">1.43 (1.21, 1.70)</td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
<td valign="top" align="center">1.28 (1.09, 1.50)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>002</bold></td>
</tr>
<tr>
<td valign="top" align="left" colspan="5">Sleep quality assessment</td>
</tr>
<tr>
<td valign="top" align="left">Good</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">NE</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">NE</td>
</tr>
<tr>
<td valign="top" align="left">No good</td>
<td valign="top" align="center">4.58 (2.15, 9.76)</td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
<td valign="top" align="center">2.45 (1.24, 4.87)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>010</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><p>NE, not available.</p></fn>
<fn id="table-fn6a"><p>Bold numbers signify those with statistical significance.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T7" position="float"><label>Table 7</label>
<caption><p>Multivariate logistic regression analysis of sleep and anxiety/depression in PCOS patients (<italic>N</italic>&#x2009;&#x003D;&#x2009;193).</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variable</th>
<th valign="top" align="center" colspan="2">Depression&#x002B;</th>
<th valign="top" align="center" colspan="2">Anxiety&#x002B;</th>
</tr>
<tr>
<th valign="top" align="center">ORs (95&#x0025; CIs)</th>
<th valign="top" align="center"><italic>p</italic>-Value</th>
<th valign="top" align="center">ORs (95&#x0025; CIs)</th>
<th valign="top" align="center"><italic>p</italic>-Value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Subjective sleep quality</td>
<td valign="top" align="center">1.68 (0.75, 3.76)</td>
<td valign="top" align="center">0.205</td>
<td valign="top" align="center">1.63 (0.79,3.37)</td>
<td valign="top" align="center">0.188</td>
</tr>
<tr>
<td valign="top" align="left">Sleep duration</td>
<td valign="top" align="center">4.99 (1.45, 17.23)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>011</bold></td>
<td valign="top" align="center">1.82 (0.72,4.59)</td>
<td valign="top" align="center">0.208</td>
</tr>
<tr>
<td valign="top" align="left">Sleep disturbulence</td>
<td valign="top" align="center">2.39 (0.82, 6.90)</td>
<td valign="top" align="center">0.109</td>
<td valign="top" align="center">1.61 (0.66,3.97)</td>
<td valign="top" align="center">0.297</td>
</tr>
<tr>
<td valign="top" align="left">Daytime dysfunction</td>
<td valign="top" align="center">8.24 (3.53, 19.22)</td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
<td valign="top" align="center">3.45 (1.78,6.70)</td>
<td valign="top" align="center"><bold>&#x003C;0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Total score of PSQI</td>
<td valign="top" align="center">0.82 (0.57, 1.19)</td>
<td valign="top" align="center">0.296</td>
<td valign="top" align="center">1.01 (0.74,1.37)</td>
<td valign="top" align="center">0.964</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5">Sleep quality assessment</td>
</tr>
<tr>
<td valign="top" align="left">Good</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">NE</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">NE</td>
</tr>
<tr>
<td valign="top" align="left">No good</td>
<td valign="top" align="center">2.16 (0.57, 8.21)</td>
<td valign="top" align="center">0.260</td>
<td valign="top" align="center">1.08 (0.33,3.56)</td>
<td valign="top" align="center">0.898</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn2"><p>NE, not available.</p></fn>
<fn id="table-fn7a"><p>Bold numbers signify those with statistical significance.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>With the evolution of the modern medical model, an increasing number of clinical studies have revealed that, in addition to reproductive and metabolic symptoms, PCOS patients exhibit a significantly higher incidence of anxiety and depression compared to healthy individuals (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B10">10</xref>). Our study showed that approximately 47.7&#x0025; of PCOS patients exhibited symptoms of depression, while 39.9&#x0025; expressed symptoms of anxiety. The incidence of depression and anxiety was much higher than that of the normal control group (depression accounted for 37.7&#x0025;, anxiety accounted for 31.1&#x0025;), and the comparison between the two groups was statistically significant (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). There is evidence that PCOS has many similarities with anxiety and depression in terms of pathological mechanism (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). Their pathogenesis involves chronic inflammatory response, imbalance of neurotransmitters, disorder of endocrine system and abnormal reaction of immune system (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). It may also be related to genetic factors, pressure of living environment, bad living habits and so on (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). These similarities may be the important reasons for the significantly higher incidence of depression and anxiety in PCOS population.</p>
<p>Previous research has indicated that obesity is a significant predictor for persistent risk of depression when analyzing the metabolic phenotype of PCOS in relation to anxiety and depression (<xref ref-type="bibr" rid="B6">6</xref>), A cross-sectional study of women with PCOS identified insulin resistance as a risk factor for depression (<xref ref-type="bibr" rid="B29">29</xref>). However, no statistical differences were found between PCOS metabolism and anxiety and depression in this study. One possible reason is the small sample size, and another is that patients with mild depression and mild anxiety constituted the majority in our study (31.6&#x0025; and 30.6&#x0025;, respectively). Previous studies have primarily focused on major depression, which may explain why patients do not seek medical attention until they are aware of their illness and in need of treatment. We did not follow up whether these patients received further diagnosis and treatment, so more attention should be paid to these patients. Additionally, related studies have shown that obesity impacts the occurrence of depression, but this was not observed in our study. This could be due to the fact that patients with reproductive disorders were surveyed when seeking medical treatment, allowing for early detection, intervention, psychological counseling, and further development of their condition without a correlation between obesity and depression being established. Our study found that the risk of depression and anxiety in Chinese PCOS patients varied among different ethnic groups, with a higher incidence in Han Chinese, which may be mainly due to differences in cultural cognition (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>).</p>
<p>In this study, the PHQ-9 and GAD-7 scales were utilized to assess the levels of depression and anxiety in patients. The findings indicated that PCOS patients exhibited significantly higher levels of depression and anxiety compared to the control group, which is consistent with previous related studies (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B32">32</xref>). Through our study, we found that the risk of anxiety in PCOS patients was not related to their blood metabolic indexes. The clinical significance of thyroid hormones in depression has been extensively studied, with some studies suggesting that thyroid hormone supplementation may enhance and accelerate antidepressant treatment. Additionally, certain studies have found a relationship between the concentration of free thyroid hormone and the severity of depression (<xref ref-type="bibr" rid="B33">33</xref>), which is consistent with the results of our study. There is a statistically significant difference between FT3 in thyroid function and depression in PCOS patients. Research has indicated that alterations in thyroid hormones play a central role in the development of depression, and a retrospective study has demonstrated that lower FT3 and FT4 values can serve as predictors for adverse clinical outcomes associated with depression (<xref ref-type="bibr" rid="B34">34</xref>). However, there are few studies on the interaction between thyroid hormones and depression in PCOS population. Further studies are necessary to investigate the predictive value of thyroid hormones for depression in individuals with PCOS, as well as to implement early interventions for preventing persistent depression in clinical PCOS cases.</p>
<p>This study conducted a questionnaire survey and data analysis on the sleep status and psychological symptoms of women with PCOS, providing valuable insights for early prevention and intervention of anxiety and depression in this population. There is a lack of research in the Chinese population regarding the impact of sleep on depression and anxiety in women with PCOS, and few studies directly compare their relationship (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>). Some studies have suggested that sleep-related variables may be involved in mental disorders, and sleep deprivation can significantly increase the odds of anxiety and depressive disorders (<xref ref-type="bibr" rid="B37">37</xref>). Through our study, it can be observed that sleep-related variables are risk factors for anxiety and depressive symptoms, especially sleep duration and daytime dysfunction have a strong correlation with anxiety and depressive symptoms (<xref ref-type="table" rid="T7">Table&#x00A0;7</xref>).</p>
<p>Our findings are generally consistent with those of previous studies. Similarly, sleep duration and daytime dysfunction significantly increase the risk of anxiety and depression in PCOS women (<xref ref-type="bibr" rid="B38">38</xref>), which indicates that sleep has a certain impact on the mental health of PCOS women. The differences were mainly due to heterogeneity between studies due to different assessment methods or classification criteria for anxiety and depression symptoms. It can be observed in our study that daytime dysfunction may exacerbate anxiety and depressive symptoms. The current study concludes that women with PCOS are highly susceptible to experiencing depression and anxiety, and the elevated prevalence of these psychological disorders is closely associated with their sleep patterns. Therefore, More research is required to investigate the risk factors associated with the high prevalence of anxiety and depression in patients with PCOS, in order to establish a more robust foundation for early clinical prevention and treatment, and to minimize the risk of depression and anxiety in these patients.</p>
<p>Our study is subject to several limitations. Primarily, it was a cross-sectional study and as such, the precise causal relationship between sleep and anxiety and depression cannot be definitively confirmed. Therefore, further prospective studies are necessary to validate these findings. Second, data on sleep variables were derived from standardized assessment scales, but most variables were derived from patient-reported questionnaires and may be subject to information bias. Third, the sample for this study was limited to women with PCOS who visited our hospital for reproductive disorders and voluntarily completed the questionnaire, which may limit the generalizability of our findings to the entire PCOS population as it only included patients attending the Second Hospital of Lanzhou University.</p>
</sec>
<sec id="s5" sec-type="conclusions"><label>5</label><title>Conclusion</title>
<p>According to our study results, most of the anxiety and depression symptoms in PCOS patients are at a mild level, and the sleep status of PCOS patients is closely related to their anxiety and depression symptoms. These findings may contribute to targeted interventions to help PCOS patients prevent and improve anxiety and depression symptoms. In addition, further research is needed to explore the causal relationship between sleep and the occurrence and development of depression and anxiety in PCOS, so as to provide some guidance for clinical intervention and treatment.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>This study was granted ethical approval by the Lanzhou University Second Hospital Ethics Committee (No: 2024A-1418). The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent was obtained from the study participants.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>YY: Data curation, Conceptualization, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing &#x2013; original draft. LL: Formal analysis, Methodology, Visualization, Writing &#x2013; review &#x0026; editing. NH: Methodology, Visualization, Writing &#x2013; review &#x0026; editing, Validation. HH: Methodology, Writing &#x2013; review &#x0026; editing, Formal Analysis. XY: Writing &#x2013; review &#x0026; editing, Software, Visualization. FW: Writing &#x2013; review &#x0026; editing, Data curation, Funding acquisition, Project administration, Supervision.</p>
</sec>
<sec id="s9" sec-type="funding-information"><title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was funded by the National Natural Science Foundation of China (Grant No. 82460306); the Science Foundation of Lanzhou University (Grant No. 054000229); the Science Foundation of Lanzhou University Second Hospital (Grant No.CY2018-MS12); the Cuiying Scientific and Technological Innovation Program of The Second Hospital &#x0026; Clinical Medical School, Lanzhou University (Grant No.CY2023-MS-B13).</p>
</sec>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement"><title>Generative AI statement</title>
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