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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2025.1515435</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Association between depression and osteoporosis in a population of cancer survivors: results from the NHANES 2005&#x2013;2020</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Hou</surname> <given-names>Shuchen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn0003"><sup>&#x2020;</sup></xref>
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</contrib>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name><surname>Xu</surname> <given-names>Fengquan</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn0003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1887582/overview"/>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Zong</surname> <given-names>Guanhua</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn0003"><sup>&#x2020;</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Zheng</surname> <given-names>Yu</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Shi</surname> <given-names>Lei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Zhai</surname> <given-names>Liangfan</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Graduate School, Beijing University of Chinese Medicine</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Guang&#x2019;anmen Hospital, China Academy of Traditional Chinese Medicine</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0004">
<p>Edited by: Morteza Taheri, University of Tehran, Iran</p>
</fn>
<fn fn-type="edited-by" id="fn0005">
<p>Reviewed by: Maedeh Ahmadpour, University of Tehran, Iran</p>
<p>Roya Khorrami Estakhri, Guilan University of Medical Sciences, Iran</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Fengquan Xu, <email>xufengquan@gamyy.cn</email></corresp>
<fn fn-type="equal" id="fn0003"><p><sup>&#x2020;</sup>These authors have contributed equally to this work and share first authorship</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>04</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1515435</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>04</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Hou, Xu, Zong, Zheng, Shi and Zhai.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Hou, Xu, Zong, Zheng, Shi and Zhai</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Introduction</title>
<p>Depressive symptoms and the severity of osteoporosis in cancer survivors significantly affect the patient&#x2019;s quality of life. The correlation between osteoporosis and depressive symptoms in this population has not been examined in prior studies. This cross-sectional study utilized National Health and Nutrition Examination Survey data from 2005 to 2020 to explore the correlation between osteoporosis and depressive symptoms in cancer patients.</p>
</sec>
<sec id="sec2">
<title>Method</title>
<p>We utilized confounder-adjusted multivariate logistic regression models to examine the relationship between osteoporosis and depressive symptoms. Subgroup and interaction analyses were performed according to age and gender to detect potential differences among various demographic groups. Furthermore, smoothing curve fitting and subgroup smoothing curve fitting were employed to evaluate the nonlinear association between bone mineral density and depressive symptom scores.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Two thousand one hundred and fifty-five adult cancer patients satisfied the inclusion and exclusion criteria and were recruited in the research. Statistical analysis demonstrated a significant negative correlation between depressive symptoms and the risk of developing osteoporosis in cancer patients after controlling for multiple variables [OR 0.57, 95% CI (0.46&#x2013;0.70), <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01]. Subgroup analyses revealed more pronounced associations in women [OR 0.18, 95% CI (0.12&#x2013;0.27), <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01] and older adults [OR 0.09, 95% CI (0.06&#x2013;0.13), p&#x202F;&#x003C;&#x202F;0.01]. Furthermore, smooth curve fitting results displayed a W-shaped curve between bone mineral density and depressive symptom scores. This W-shaped curve association was especially prominent among older patients in subgroup analyses.</p>
</sec>
<sec id="sec4">
<title>Discussion</title>
<p>This study demonstrates a negative correlation between depressive symptoms and the incidence of osteoporosis in cancer survivors, notably evident among the elderly and female populations. Our research addresses the relationship between depressed symptoms and osteoporosis in cancer survivors, revealing a negative association that may alleviate psychological distress and enhance the quality of life in this population.</p>
</sec>
<sec id="sec5">
<title>Conclusion</title>
<p>A negative correlation between depressive symptoms and osteoporosis in cancer patients, particularly pronounced in the elderly and female survivors. Additionally, a W-shaped relationship was observed between bone mineral density and depression scores, with greater significance in the older group.</p>
</sec>
</abstract>
<kwd-group>
<kwd>cancer survivor</kwd>
<kwd>depression</kwd>
<kwd>bone density</kwd>
<kwd>osteoporosis</kwd>
<kwd>cross-sectional study</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="57"/>
<page-count count="9"/>
<word-count count="6065"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Geriatric Medicine</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec6">
<label>1</label>
<title>Introduction</title>
<p>Osteoporosis, abbreviated as OP, is a common disease of the bones primarily characterized by a significant decrease in the mass of the bones throughout the body and irreversible destruction of the bone microstructure. This elevates bone fragility and the likelihood of fractures, even from modest falls or impacts. Individuals with OP are at a high risk of fractures due to this pathological change (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>). As the world population ages, osteoporotic fractures are becoming increasingly prevalent and adversely affecting individuals&#x2019; quality of life (<xref ref-type="bibr" rid="ref3">3</xref>). The global incidence of OP is estimated to be around 18.3%. Regarding gender inequalities, the prevalence of OP was 11.7% in males and 23.1% in women. The incidence in undeveloped countries is 22.1%, but in affluent nations, it is 14.5% (<xref ref-type="bibr" rid="ref4">4</xref>). Considering that OP predominantly impacts older women and healthcare expenses are rising in several low-income nations, research on OP in this demographic possesses heightened therapeutic significance (<xref ref-type="bibr" rid="ref5">5</xref>). In recent years, due to the ongoing advancement of molecular biology, theories of cellular senescence (<xref ref-type="bibr" rid="ref6 ref7 ref8">6&#x2013;8</xref>), intestinal flora and bone immunity disorder (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref10">10</xref>), osteoblast energy metabolism, iron homeostasis, and iron death (<xref ref-type="bibr" rid="ref11">11</xref>) have played a crucial role in the study of its pathogenesis.</p>
<p>Depression is a mental disorder characterized by persistent sadness, loss of interest or pleasure in activities, and impairments in daily functioning that significantly impact a person&#x2019;s quality of life and career (<xref ref-type="bibr" rid="ref12">12</xref>). According to a World Health Organization (WHO) survey, around 5% of adults worldwide suffer from depression (<xref ref-type="bibr" rid="ref13">13</xref>). There is no definite conclusion on the many factors that contribute to the development of depression, such as psychological factors, social pressure, dietary habits, and genetic factors (<xref ref-type="bibr" rid="ref14">14</xref>). It has been reported that only 3.6% of patients with depression receive specialized antidepressant treatment (<xref ref-type="bibr" rid="ref15">15</xref>); hence, studying depression can significantly improve people&#x2019;s quality of life. There is a correlation between depression and the development of OP. Beyond limiting physical activity due to complications such as fractures and chronic pain, OP can also manifest as a psychosomatic illness, affecting patients emotionally. Studies have shown that patients with depression have a heightened chance of acquiring OP, implying that depression may contribute to its etiology (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). A comprehensive and nationally representative study done in the United States identified a link between depression and OP in the older population (<xref ref-type="bibr" rid="ref18">18</xref>). Furthermore, depression may result in metabolic abnormalities due to neurohormonal imbalances. A stronger correlation has been observed between OP and depressive symptoms in postmenopausal women. The prevalence of concomitant OP is twice as high in those with depression compared to those without depressive symptoms. The correlation between depressed symptoms and OP in postmenopausal women is notably robust (<xref ref-type="bibr" rid="ref19">19</xref>). The rapid loss of bone mass caused by a decline in estrogen levels during menopause contributes to OP development in women (<xref ref-type="bibr" rid="ref20">20</xref>, <xref ref-type="bibr" rid="ref21">21</xref>). Investigating the connection between depression symptoms and OP is beneficial for both the diagnosis and treatment of OP.</p>
<p>Cancer is a significant public health issue in the twenty-first century, contributing to approximately 1/6 of all fatalities and 3/10 of premature deaths (30&#x2013;69&#x202F;years old) worldwide (<xref ref-type="bibr" rid="ref22">22</xref>, <xref ref-type="bibr" rid="ref23">23</xref>). It also has a significant social and financial cost. The idea of cancer-related depression has drawn the attention of some experts and scholars. This is related to the pressures imposed on the patient throughout their illness because of their diagnosis of cancer and the treatment they are undergoing (<xref ref-type="bibr" rid="ref24">24</xref>). Cancer survivors with depressive symptoms who then experience OP fractures or bone pain are likely to choose suicide (<xref ref-type="bibr" rid="ref25">25</xref>).</p>
<p>Additionally, medications used to treat cancer, such as letrozole and other aromatase inhibitors, increase the risk of OP in cancer patients (<xref ref-type="bibr" rid="ref26">26</xref>). Consequently, it is imperative to examine the correlation between depressive symptoms and OP in cancer patients since many of these individuals now contend with both conditions. This study analyzed data from a large, nationally representative U.S. population to investigate the relationship between depressed symptoms and OP in cancer patients, aiming to enhance their quality of survival.</p>
</sec>
<sec sec-type="materials|methods" id="sec7">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec8">
<label>2.1</label>
<title>Study population in NHANES</title>
<p>This study employed data from the National Health and Nutrition Examination Survey (NHANES) administered by the National Center for Health Statistics (NCHS). NHANES data collection is conducted at all the United States locations. NHANES gathers extensive data about the health and nutritional condition of individuals in the United States using questionnaires, laboratory analyses, and physical assessments. All participants granted informed consent, and the NCHS Research Ethics Review Board sanctioned the protocols for the NHANES study. Our study employed cross-sectional data from participant questionnaires, laboratory results, physical exams, and dietary information. For additional details on the NHANES study design and data collection, please refer to the official website: <ext-link xlink:href="http://www.cdc.gov/nchs/NHANES/" ext-link-type="uri">http://www.cdc.gov/nchs/NHANES/</ext-link>. The study was designed following the guidelines of the STROBE Epidemiology Report.</p>
<p>We analyzed participant data collected from 2005 to 2020, with the 2017&#x2013;2020 data representing pre-pandemic data gathered from 2017 to March 2020. Data from 2011&#x2013;2012 and 2015&#x2013;2016 were excluded due to incomplete femoral neck bone mineral density (BMD) measurements. Bone density data were indispensable as an outcome variable in our study. OP diagnosis was determined by dual-energy X-ray absorptiometry (DXA)-measured femoral neck bone mineral density (BMD). In this study, femoral neck BMD was the primary outcome variable, with BMD values below 0.556&#x202F;g/cm<sup>2</sup> classified as OP (<xref ref-type="bibr" rid="ref27">27</xref>). Depression was assessed as the exposure variable, with a total PHQ-9 score &#x2265; 5 indicating depressive symptoms. The study population for this study was cancer survivors. Participants who answered &#x201C;yes&#x201D; to the MCQ220 questionnaire section on whether they had ever been told by a doctor that they had cancer were included in the study. In MCQ230a, participants answered specific types of cancer; therefore, the NHANES study covered the full range of cancer types. We removed all incorrect values and missing values. In the initial sample of 76,496 participants, 50,268 were excluded due to missing BMD data, 5,460 due to missing depression scale scores, and 18,613 due to the absence of a cancer diagnosis. Ultimately, the final analysis comprised 2,155 individuals (<xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>A flowchart of the data integration and analysis process.</p>
</caption>
<graphic xlink:href="fmed-12-1515435-g001.tif"/>
</fig>
</sec>
<sec id="sec9">
<label>2.2</label>
<title>Measures</title>
<p>The World Health Organization defines OP using the T-score of BMD calculated as (BMD-reference BMD)/reference standard deviation (SD). This research categorized individuals with a femoral neck BMD below 0.556&#x202F;g/cm<sup>2</sup> as having OP. Depressive symptoms were evaluated with the Patient Health Questionnaire-9 (PHQ-9), a nine-item measure for assessing depression. A score of &#x2265;5 on the PHQ-9 was utilized to signify the existence of depressive symptoms, with elevated scores corresponding with a heightened probability of depression. Factors including low level of education, poor marital status, and low income may all contribute to depressed mood or reduced nutritional supplementation in patients, thereby affecting the relationship between depressive symptoms and OP. Based on the experience of previous studies, the occurrence of depression and OP may be associated with body mass index (BMI) (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>), smoking status (<xref ref-type="bibr" rid="ref30">30</xref>, <xref ref-type="bibr" rid="ref31">31</xref>), age (<xref ref-type="bibr" rid="ref32">32</xref>, <xref ref-type="bibr" rid="ref33">33</xref>), gender (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref35">35</xref>), race (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref36">36</xref>), education (<xref ref-type="bibr" rid="ref36">36</xref>, <xref ref-type="bibr" rid="ref37">37</xref>), marital status (<xref ref-type="bibr" rid="ref38">38</xref>), household income to poverty ratio (PIR) (<xref ref-type="bibr" rid="ref39">39</xref>), and diabetes status (<xref ref-type="bibr" rid="ref40">40</xref>, <xref ref-type="bibr" rid="ref41">41</xref>). The study encompassed the following covariates: BMI, smoking status, age, gender, race, educational attainment, marital status, PIR, and diabetes status. We used multivariate logistic regression to adjust for covariates to reduce the effect of confounders on the results. Comprehensive measurement methods for these variables are available at <ext-link xlink:href="http://www.cdc.gov/nchs/nhanes/" ext-link-type="uri">http://www.cdc.gov/nchs/nhanes/</ext-link>.</p>
</sec>
<sec id="sec10">
<label>2.3</label>
<title>Statistical analysis</title>
<p>In this cross-sectional research, we employed <italic>t</italic>-tests and chi-square tests to examine the baseline characteristics of patients with and without OP. The correlation between OP risk and depressive symptoms was assessed by three multivariate logistic regression models, with outcomes reported as odds ratios (OR) and 95% confidence intervals (CI). Model 1 did not incorporate any modifications for variables. Model 2 incorporated modifications for age, gender, race, educational attainment, marital status, family income-to-poverty ratio, and BMI. Model 3 was also adjusted for diabetes, smoking status, and moderate-intensity physical activity alongside the variables from Model 2. We conducted a subgroup stratified analysis of the relationship between depressive symptoms and OP in a population of cancer survivors based on age, equally divided into 4 groups (Q1&#x2013;Q4) and gender (male and female). A smoothed curve fitting technique was employed to analyze the linear correlation between PHQ-9 scores and BMD. Statistical analyses were conducted utilizing R<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> and EmpowerStats.<xref ref-type="fn" rid="fn0002"><sup>2</sup></xref></p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<label>3</label>
<title>Results</title>
<sec id="sec12">
<label>3.1</label>
<title>Baseline characteristics</title>
<p>This investigation involved 2,155 subjects in total, 132 of whom had an OP diagnosis and 2,023 of whom did not (132/2,023). The age distribution of the patients with and without OP was 74.89&#x202F;&#x00B1;&#x202F;7.75&#x202F;years and 65.85&#x202F;&#x00B1;&#x202F;12.91&#x202F;years, respectively. There were no significant differences in the components of the variables of physical activity, education, smoking status and prevalence of diabetes (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). In contrast, age, gender, income, race, and marital status were significantly different between those who had OP and those without OP (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05) (<xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of the study population based on osteoporosis in cancer survivors.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Characteristic</th>
<th align="center" valign="top" colspan="2">Osteoporosis</th>
<th align="center" valign="top" rowspan="2"><italic>p</italic>-value</th>
</tr>
<tr>
<th align="center" valign="top">Have (BMD&#x202F;&#x003C;&#x202F;0.556)</th>
<th align="center" valign="top">Not have (BMD&#x202F;&#x2265;&#x202F;0.556)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Number</td>
<td align="center" valign="top">132</td>
<td align="center" valign="top">2,023</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Age in years</td>
<td align="center" valign="top">74.89&#x202F;&#x00B1;&#x202F;7.75</td>
<td align="center" valign="top">65.85&#x202F;&#x00B1;&#x202F;12.91</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Ratio of family income to poverty</td>
<td align="center" valign="top">2.47&#x202F;&#x00B1;&#x202F;1.36</td>
<td align="center" valign="top">2.93&#x202F;&#x00B1;&#x202F;1.52</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">BMI</td>
<td align="center" valign="top">24.45&#x202F;&#x00B1;&#x202F;5.04</td>
<td align="center" valign="top">28.68&#x202F;&#x00B1;&#x202F;5.60</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Gender</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Male</td>
<td align="center" valign="top">32 (24.24%)</td>
<td align="center" valign="top">1,036 (51.21%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Female</td>
<td align="center" valign="top">100 (75.76%)</td>
<td align="center" valign="top">987 (48.79%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Race</td>
<td align="center" valign="top">0.002</td>
</tr>
<tr>
<td align="left" valign="top">Mexican American</td>
<td align="center" valign="top">3 (2.27%)</td>
<td align="center" valign="top">137 (6.77%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Other Hispanic</td>
<td align="center" valign="top">7 (5.30%)</td>
<td align="center" valign="top">101 (4.99%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Non-Hispanic White</td>
<td align="center" valign="top">112 (84.85%)</td>
<td align="center" valign="top">1,403 (69.35%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Non-Hispanic Black</td>
<td align="center" valign="top">6 (4.55%)</td>
<td align="center" valign="top">288 (14.24%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Other race</td>
<td align="center" valign="top">4 (3.03%)</td>
<td align="center" valign="top">94 (4.65%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Education</td>
<td align="center" valign="top">0.469</td>
</tr>
<tr>
<td align="left" valign="top">Less than 9th grade</td>
<td align="center" valign="top">15 (11.36%)</td>
<td align="center" valign="top">163 (8.06%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">9&#x2013;11th grade</td>
<td align="center" valign="top">16 (12.12%)</td>
<td align="center" valign="top">206 (10.18%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">High school graduate/GED or equivalent</td>
<td align="center" valign="top">33 (25.00%)</td>
<td align="center" valign="top">474 (23.43%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Some college or AA degree</td>
<td align="center" valign="top">38 (28.79%)</td>
<td align="center" valign="top">614 (30.35%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">College graduate or above</td>
<td align="center" valign="top">30 (22.73%)</td>
<td align="center" valign="top">566 (27.98%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Marital status</td>
<td align="center" valign="top">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="top">Married/living with partner</td>
<td align="center" valign="top">60 (45.45%)</td>
<td align="center" valign="top">1,281 (63.32%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Widowed/divorced/separated</td>
<td align="center" valign="top">67 (50.76%)</td>
<td align="center" valign="top">621 (30.70%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Never married</td>
<td align="center" valign="top">5 (3.79%)</td>
<td align="center" valign="top">119 (5.88%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Other status</td>
<td align="center" valign="top">0 (0.00%)</td>
<td align="center" valign="top">2 (0.10%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Smoke</td>
<td align="center" valign="top">0.255</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">60 (45.45%)</td>
<td align="center" valign="top">1,098 (54.28%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">72 (54.55%)</td>
<td align="center" valign="top">923 (45.63%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Exercise</td>
<td align="center" valign="top">0.011</td>
</tr>
<tr>
<td align="left" valign="top">Yes</td>
<td align="center" valign="top">37 (28.03%)</td>
<td align="center" valign="top">817 (40.39%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">No</td>
<td align="center" valign="top">92 (69.70%)</td>
<td align="center" valign="top">1,191 (58.87%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Do not know</td>
<td align="center" valign="top">3 (2.27%)</td>
<td align="center" valign="top">14 (0.69%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Diabetes</td>
<td align="center" valign="top">0.511</td>
</tr>
<tr>
<td align="left" valign="top">Have</td>
<td align="center" valign="top">21 (15.91%)</td>
<td align="center" valign="top">377 (18.64%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Do not have</td>
<td align="center" valign="top">108 (81.82%)</td>
<td align="center" valign="top">1,574 (77.81%)</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Do not know</td>
<td align="center" valign="top">3 (2.27%)</td>
<td align="center" valign="top">72 (3.56%)</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Baseline characteristics of the 2,155 cancer survivors. Mean &#x00B1; SD of continuous variables: <italic>p</italic>-value calculated by weighted linear regression model (%); Categorical variables: <italic>p</italic>-value calculated by weighted chi-square test BMD bone mineral density.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec13">
<label>3.2</label>
<title>Association between depression and OP in the cancer survivor population</title>
<p>We investigated the relationship between OP and depression in cancer patients utilizing three multivariate logistic regression models (<xref ref-type="table" rid="tab2">Table 2</xref>). The findings showed that the risk of OP was reduced by 38% [OR 0.62, 95% CI (0.43, 0.90), <italic>p</italic>&#x202F;=&#x202F;0.01] in depressed patients in model 1; in model 2, the risk was reduced to 48% [OR 0.60, 95% CI (0.47, 0.76), <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01]; and in model 3, the risk was 57% [OR 0.57, 95% CI (0.46, 0.70), <italic>p&#x202F;&#x003C;</italic> 0.01]. These findings reveal a negative correlation between depressive symptoms and OP in cancer patients, with the odds of getting OP among cancer patients being 57% lower in those with depression than in those without. Nevertheless, no causal relationship between the two diseases can be inferred.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Association between depression and osteoporosis in the cancer survivor population.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top">Model 1 OR(95%CI)<break/><italic>P</italic> value</th>
<th align="center" valign="top">Model 2 OR(95%CI)<break/><italic>P</italic> value</th>
<th align="center" valign="top">Model 3 OR(95%CI)<break/><italic>P</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="4">(PHQ-9)</td>
</tr>
<tr>
<td align="left" valign="top">&#x003C;5</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">Reference</td>
<td align="center" valign="top">Reference</td>
</tr>
<tr>
<td align="left" valign="top">&#x2265;5</td>
<td align="center" valign="top">0.62 (0.43, 0.90) 0.0113</td>
<td align="center" valign="top">0.57 (0.37, 0.88) 0.0103</td>
<td align="center" valign="top">0.57 (0.37, 0.88) 0.0111</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Model 1 adjusted: none. Model 2 adjusted for gender, age, race, marriage, educational attainment, household income to poverty ratio, and body mass index. Model 3 adjusted for sex, age, race, marriage, education, household income to poverty ratio, body mass index, smoking, moderate-intensity physical activity, and diabetes.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec14">
<label>3.3</label>
<title>Subgroup analyses</title>
<p>We conducted logistic regression for additional covariates and grouped the continuous variables into four quartiles (Q1-Q4) to analyze the association between depressive symptoms and OP in cancer patients (<xref ref-type="table" rid="tab3">Table 3</xref>). Our findings indicated that the negative association was more significant in women [OR 0.18, 95% CI (0.12, 0.27) <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01] and older adults [OR 0.09, 95% CI (0.06, 0.13) <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01]. In this investigation of cancer patients, smoothed curve fitting (<xref ref-type="fig" rid="fig2">Figure 2</xref>) showed a W-shaped relationship between depression score (PHQ-9) and BMD. Based on subgroup analyses, we stratified the cancer survivor population by age. We performed smoothed curve fitting for each subgroup (<xref ref-type="fig" rid="fig3">Figure 3</xref>) and found that the W-shaped relationship was more significant in the older survivor groups (Q3 and Q4).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Subgroup analysis of the relationship between depression and osteoporosis in cancer survivors.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variable</th>
<th align="center" valign="top">(PHQ-9)</th>
<th align="center" valign="top">OR(95%CI)</th>
<th align="center" valign="top"><italic>P</italic> value</th>
<th align="center" valign="top"><italic>P</italic> (interaction)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="4">Sex</td>
<td align="center" valign="top">0.694</td>
</tr>
<tr>
<td align="left" valign="top">Men</td>
<td align="center" valign="top">&#x003C;5</td>
<td align="center" valign="top">Reference&#x202F;=&#x202F;1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Men</td>
<td align="center" valign="top">&#x2265;5</td>
<td align="center" valign="top">0.91 (0.42, 1.97)</td>
<td align="center" valign="top">&#x003E;0.05</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Women</td>
<td align="center" valign="top">&#x003C;5</td>
<td align="center" valign="top">Reference&#x202F;=&#x202F;1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Women</td>
<td align="center" valign="top">&#x2265;5</td>
<td align="center" valign="top">0.18 (0.12, 0.27)</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td/>
</tr>
<tr>
<td align="left" valign="top" colspan="4">Age</td>
<td align="center" valign="top">0.3221</td>
</tr>
<tr>
<td align="left" valign="top">Q1</td>
<td align="center" valign="top">&#x003C;5</td>
<td align="center" valign="top">Reference</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Q1</td>
<td align="center" valign="top">&#x2265;5</td>
<td align="center" valign="top">0.01 (0.00, 0.80)</td>
<td align="center" valign="top">0.03</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Q2</td>
<td align="center" valign="top">&#x003C;5</td>
<td align="center" valign="top">Reference</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Q2</td>
<td align="center" valign="top">&#x2265;5</td>
<td align="center" valign="top">0.02 (0.00, 0.63)</td>
<td align="center" valign="top">0.01</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Q3</td>
<td align="center" valign="top">&#x003C;5</td>
<td align="center" valign="top">Reference</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Q3</td>
<td align="center" valign="top">&#x2265;5</td>
<td align="center" valign="top">0.08 (0.03, 0.21)</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Q4</td>
<td align="center" valign="top">&#x003C;5</td>
<td align="center" valign="top">Reference</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">Q4</td>
<td align="center" valign="top">&#x2265;5</td>
<td align="center" valign="top">0.09 (0.06, 0.13)</td>
<td align="center" valign="top">&#x003C;0.01</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Smooth curve fitting reveals a w-shaped relationship between depression scores and bone density in cancer survivors.</p>
</caption>
<graphic xlink:href="fmed-12-1515435-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Smooth curve fitting of subgroup analyses describes the relationship between depression scores and BMD in cancer survivors of different age groups.</p>
</caption>
<graphic xlink:href="fmed-12-1515435-g003.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec15">
<label>4</label>
<title>Discussion</title>
<p>Depressive symptoms in cancer survivors may lead to suicide when coupled with bone pain or fractures due to OP. The association between OP and depressed symptoms in cancer survivors has not been investigated before. Many contemporary epidemiological studies examining the relationship between depressed symptoms and OP have concentrated on the general and elderly populations. Prior research has indicated a potential bidirectional causal link between depressed symptoms and OP. A cross-sectional NHANES study identified a favorable correlation between depressed symptoms and OP (<xref ref-type="bibr" rid="ref18">18</xref>). Numerous expert consensus studies, systematic reviews, and meta-analyses have established a strong positive link between depressed symptoms and OP throughout the whole population, identifying depression as a definitive risk factor for OP (<xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref43">43</xref>). A research examining adverse reactions to alendronate within the Formulated Adverse Event Reporting System (FAERS) revealed that the prevalent OP medication alendronate was linked to heightened incidences of depression and anxiety (<xref ref-type="bibr" rid="ref44">44</xref>). In the elderly population, depressive symptoms impair physical activity, exacerbating OP in older individuals with the condition (<xref ref-type="bibr" rid="ref45">45</xref>). Female patients aged over 50 may constitute a distinct demographic. A clinical investigation has demonstrated a negative correlation between depressed symptoms and OP in women over the age of 50 (<xref ref-type="bibr" rid="ref46">46</xref>).</p>
<p>Cancer survivor populations exhibit a higher prevalence of depressive symptoms compared to the general population, attributable to low survival rates, and are at an increased risk for suicide owing to physical distress (<xref ref-type="bibr" rid="ref47">47</xref>). A significant consensus exists about the association between cancer and OP. Patients with breast and prostate malignancies are more predisposed to developing OP as a result of hormonal imbalances (<xref ref-type="bibr" rid="ref48">48</xref>). OP-related bone pain in cancer survivors typically results in significant discomfort (<xref ref-type="bibr" rid="ref49">49</xref>). OP may elevate the chance of pathological fractures, particularly in the hip, perhaps resulting in extended bed rest and the gradual deterioration of the patient. Extended bed rest progressively undermines the patient&#x2019;s mental health and induces depressed symptoms (<xref ref-type="bibr" rid="ref50">50</xref>). The co-morbidity of depression and OP in cancer survivors can be profoundly detrimental, perhaps resulting in severe repercussions that may drive the individual to contemplate suicide (<xref ref-type="bibr" rid="ref51">51</xref>). Consequently, it is essential to examine the correlation between depressed symptoms and OP in cancer survivors.</p>
<p>This study discovered a substantial negative connection between depressed symptoms and OP among cancer survivors. The negative link was more evident in female patients, aligning with other research that indicated a negative correlation between depressed symptoms and OP in women over 50&#x202F;years old. Cancer survivors exhibiting depressed symptoms had a markedly reduced incidence of OP compared to those without depressive symptoms [OR 0.57, 95% CI (0.46, 0.70), <italic>p</italic>&#x202F;&#x003C;&#x202F;0.01]. The precise pathways between depression and OP among cancer survivors remain unidentified. In cancer patients, particularly those with breast and prostate malignancies, hormonal imbalances are linked to the onset of OP (<xref ref-type="bibr" rid="ref52">52</xref>). As cancer severity increases, the probability of depression rises, leading to more systematic treatment by an oncologist in a hospital setting, therefore establishing a negative link between depressive symptoms and OP in cancer survivors. Cancer survivors experiencing depressive symptoms frequently have less tolerance for external stimuli and are prone to exaggerating somatic feelings, resulting in heightened alertness about physical changes, which may lead patients to pursue BMD screening or anti-OP therapy (<xref ref-type="bibr" rid="ref53">53</xref>). In late-stage cancer survivors, malignant circumstances influence BMD, leading to the emergence of depression symptoms. Consequently, physicians often prescribe anti-osteoporotic drugs, establishing a negative association between depressive symptoms and OP. Cancer survivors in the advanced stages of malignancy will experience a reduction in their BMD; patients often exhibit depressive symptoms, prompting physicians to recommend anti-OP pharmacotherapy, thereby establishing a negative correlation between depressive symptoms and OP (<xref ref-type="bibr" rid="ref54">54</xref>). The negative link may be particularly evident in women owing to the substantial hormonal fluctuations during menopause.</p>
<p>A W-shaped correlation exists between BMD and depression ratings in populations of cancer survivors. The W-shaped association may result from a mix of hormonal and neurotransmitter influences. Chronic stress in mild to severe depression elevates hormone levels, which suppresses bone production and results in decreased BMD (<xref ref-type="bibr" rid="ref55">55</xref>). In those with moderate to severe depression, tailored therapy, together with enhanced outdoor exercise and dietary intake, leads to a temporary improvement in BMD (<xref ref-type="bibr" rid="ref56">56</xref>). Patients with severe depression may endure extended durations of bed rest and malnutrition resulting from eating problems, which can precipitate a further loss in BMD (<xref ref-type="bibr" rid="ref57">57</xref>). The results we obtained indicate that the type W relationship is more prominent in the older demographic, maybe due to their greater availability to seek hospital care for antidepressants or anti-osteoporotic medications compared to younger individuals.</p>
<p>The benefits and contributions of this work are as follows: This study represents the first investigation into the correlation between depressed symptoms and OP among cancer survivors, enhancing OP studies within this demographic. Compared with other studies, this study has a large sample size and high reliability of results. Furthermore, to enhance the trustworthiness of the findings, this study was comprehensively adjusted for confounding variables that might influence the results. Subgroup analyses were performed to clarify the relationship between depressed symptoms and OP in cancer patients across various ages and genders. This study identified a W-shaped correlation between BMD and depression scores among cancer survivors through smoothed curve fitting. The relationship was particularly pronounced in the elderly demographic.</p>
<p>This study&#x2019;s limitations encompass the challenge of establishing a direct causal association between depressed symptoms and OP in cancer patients due to its cross-sectional methodology. We intend to pursue case&#x2013;control studies in the future to investigate the causal link between these two factors. The impact of various malignancies on the association between OP and depressed symptoms necessitates more comprehensive data about distinct cancer kinds; the relatively uniform NHANES cancer-related data fails to provide specific information on cancer severity and stage. Cancer treatments may influence the correlation between depressed symptoms and OP in cancer survivors, and the NHANES database lacks medication data for cancer survivors, so we cannot dismiss the potential impact of anticancer drugs on the findings. Our team aims to gather more comprehensive patient data in the future to further explore the correlation between OP and depressed symptoms in cancer survivors with varying severity and drug regimes. A comprehensive cohort research will be undertaken to examine the correlation between variations in depression scale scores and OP in cancer survivors, therefore establishing a causal link between depressed symptoms and OP in this population. Despite the study&#x2019;s consideration of many features and adjustments for confounders, the influence of all confounding variables could not be entirely eradicated.</p>
<p>Depressive symptoms exhibited a negative correlation with OP in cancer survivors. Communicating this finding to patients may alleviate the stress associated with concurrent illnesses and indirectly offer psychological solace to cancer survivors. The negative correlation between depressive symptoms and OP in cancer survivors was more pronounced in female patients, whereas it was not significant in male patients. Therefore, greater attention should be directed toward male cancer survivors in efforts to prevent the co-morbidity of depressive symptoms and OP.</p>
</sec>
<sec sec-type="conclusions" id="sec16">
<label>5</label>
<title>Conclusion</title>
<p>This study found that depressive symptoms were negatively correlated with OP in cancer patients, which may be related to the population of cancer patients, and this effect was more significant in the elderly population and the female population. There was a W-shaped relationship between BMD and depressive scores, and the W-shaped relationship was more significant in the elderly population.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec17">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec18">
<title>Author contributions</title>
<p>SH: Data curation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. FX: Supervision, Writing &#x2013; review &#x0026; editing. GZ: Conceptualization, Writing &#x2013; review &#x0026; editing. YZ: Validation, Writing &#x2013; review &#x0026; editing. LS: Methodology, Project administration, Validation, Writing &#x2013; review &#x0026; editing. LZ: Validation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec19">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study is funded by the Scientific and Technological Innovation project of the China Academy of Chinese Medical Sciences (CI2021A03101) and High Level Chinese Medical Hospital Promotion Project (No. HLCMHPP2023046).</p>
</sec>
<sec sec-type="COI-statement" id="sec20">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec21">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec22">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<fn-group>
<fn id="fn0001"><p><sup>1</sup><ext-link xlink:href="http://www.r-project.org" ext-link-type="uri">http://www.r-project.org</ext-link></p></fn>
<fn id="fn0002"><p><sup>2</sup><ext-link xlink:href="http://www.empowerstats.com" ext-link-type="uri">http://www.empowerstats.com</ext-link></p></fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="ref1"><label>1.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Compston</surname> <given-names>JE</given-names></name> <name><surname>McClung</surname> <given-names>MR</given-names></name> <name><surname>Leslie</surname> <given-names>WD</given-names></name></person-group>. <article-title>Osteoporosis</article-title>. <source>Lancet (Lond Engl)</source>. (<year>2019</year>) <volume>393</volume>:<fpage>364</fpage>&#x2013;<lpage>76</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0140-6736(18)32112-3</pub-id></citation></ref>
<ref id="ref2"><label>2.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anam</surname> <given-names>AK</given-names></name> <name><surname>Insogna</surname> <given-names>K</given-names></name></person-group>. <article-title>Update on osteoporosis screening and management</article-title>. <source>Med Clin North Am</source>. (<year>2021</year>) <volume>105</volume>:<fpage>1117</fpage>&#x2013;<lpage>34</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.mcna.2021.05.016</pub-id>, PMID: <pub-id pub-id-type="pmid">34688418</pub-id></citation></ref>
<ref id="ref3"><label>3.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Salari</surname> <given-names>N</given-names></name> <name><surname>Ghasemi</surname> <given-names>H</given-names></name> <name><surname>Mohammadi</surname> <given-names>L</given-names></name> <name><surname>Behzadi</surname> <given-names>MH</given-names></name> <name><surname>Rabieenia</surname> <given-names>E</given-names></name> <name><surname>Shohaimi</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>The global prevalence of osteoporosis in the world: a comprehensive systematic review and meta-analysis</article-title>. <source>J Orthop Surg Res</source>. (<year>2021</year>) <volume>16</volume>:<fpage>609</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13018-021-02772-0</pub-id>, PMID: <pub-id pub-id-type="pmid">34657598</pub-id></citation></ref>
<ref id="ref4"><label>4.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xiao</surname> <given-names>PL</given-names></name> <name><surname>Cui</surname> <given-names>AY</given-names></name> <name><surname>Hsu</surname> <given-names>CJ</given-names></name> <name><surname>Peng</surname> <given-names>R</given-names></name> <name><surname>Jiang</surname> <given-names>N</given-names></name> <name><surname>Xu</surname> <given-names>XH</given-names></name> <etal/></person-group>. <article-title>Global, regional prevalence, and risk factors of osteoporosis according to the World Health Organization diagnostic criteria: a systematic review and meta-analysis</article-title>. <source>Osteoporos Int</source>. (<year>2022</year>) <volume>33</volume>:<fpage>2137</fpage>&#x2013;<lpage>53</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00198-022-06454-3</pub-id></citation></ref>
<ref id="ref5"><label>5.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shen</surname> <given-names>L</given-names></name> <name><surname>Gao</surname> <given-names>C</given-names></name> <name><surname>Hu</surname> <given-names>S</given-names></name> <name><surname>Kang</surname> <given-names>D</given-names></name> <name><surname>Zhang</surname> <given-names>Z</given-names></name> <name><surname>Xia</surname> <given-names>D</given-names></name> <etal/></person-group>. <article-title>Using artificial intelligence to diagnose osteoporotic vertebral fractures on plain radiographs</article-title>. <source>J Bone Miner Res</source>. (<year>2023</year>) <volume>38</volume>:<fpage>1278</fpage>&#x2013;<lpage>87</lpage>. doi: <pub-id pub-id-type="doi">10.1002/jbmr.4879</pub-id>, PMID: <pub-id pub-id-type="pmid">37449775</pub-id></citation></ref>
<ref id="ref6"><label>6.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Farr</surname> <given-names>JN</given-names></name> <name><surname>Rowsey</surname> <given-names>JL</given-names></name> <name><surname>Eckhardt</surname> <given-names>BA</given-names></name> <name><surname>Thicke</surname> <given-names>BS</given-names></name> <name><surname>Fraser</surname> <given-names>DG</given-names></name> <name><surname>Tchkonia</surname> <given-names>T</given-names></name> <etal/></person-group>. <article-title>Independent roles of estrogen deficiency and cellular senescence in the pathogenesis of osteoporosis: evidence in young adult mice and older humans</article-title>. <source>J Bone Miner Res Off J Am Soc Bone Miner Res</source>. (<year>2019</year>) <volume>34</volume>:<fpage>1407</fpage>&#x2013;<lpage>18</lpage>. doi: <pub-id pub-id-type="doi">10.1002/jbmr.3729</pub-id>, PMID: <pub-id pub-id-type="pmid">30913313</pub-id></citation></ref>
<ref id="ref7"><label>7.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xiao</surname> <given-names>Y-Z</given-names></name> <name><surname>Yang</surname> <given-names>M</given-names></name> <name><surname>Xiao</surname> <given-names>Y</given-names></name> <name><surname>Guo</surname> <given-names>Q</given-names></name> <name><surname>Huang</surname> <given-names>Y</given-names></name> <name><surname>Li</surname> <given-names>C-J</given-names></name> <etal/></person-group>. <article-title>Reducing hypothalamic stem cell senescence protects against aging-associated physiological decline</article-title>. <source>Cell Metab</source>. (<year>2020</year>) <volume>31</volume>:<fpage>534</fpage>&#x2013;<lpage>548.e5</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cmet.2020.01.002</pub-id>, PMID: <pub-id pub-id-type="pmid">32004475</pub-id></citation></ref>
<ref id="ref8"><label>8.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Farr</surname> <given-names>JN</given-names></name> <name><surname>Khosla</surname> <given-names>S</given-names></name></person-group>. <article-title>Cellular senescence in bone</article-title>. <source>Bone</source>. (<year>2019</year>) <volume>121</volume>:<fpage>121</fpage>&#x2013;<lpage>33</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bone.2019.01.015</pub-id>, PMID: <pub-id pub-id-type="pmid">30659978</pub-id></citation></ref>
<ref id="ref9"><label>9.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lyu</surname> <given-names>Z</given-names></name> <name><surname>Hu</surname> <given-names>Y</given-names></name> <name><surname>Guo</surname> <given-names>Y</given-names></name> <name><surname>Liu</surname> <given-names>D</given-names></name></person-group>. <article-title>Modulation of bone remodeling by the gut microbiota: a new therapy for osteoporosis</article-title>. <source>Bone Res</source>. (<year>2023</year>) <volume>11</volume>:<fpage>31</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41413-023-00264-x</pub-id>, PMID: <pub-id pub-id-type="pmid">37296111</pub-id></citation></ref>
<ref id="ref10"><label>10.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>C-J</given-names></name> <name><surname>Xiao</surname> <given-names>Y</given-names></name> <name><surname>Sun</surname> <given-names>Y-C</given-names></name> <name><surname>He</surname> <given-names>W-Z</given-names></name> <name><surname>Liu</surname> <given-names>L</given-names></name> <name><surname>Huang</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Senescent immune cells release grancalcin to promote skeletal aging</article-title>. <source>Cell Metab</source>. (<year>2021</year>) <volume>33</volume>:<fpage>1957</fpage>&#x2013;<lpage>1973.e6</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cmet.2021.08.009</pub-id>, PMID: <pub-id pub-id-type="pmid">34614408</pub-id></citation></ref>
<ref id="ref11"><label>11.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>Y-Y</given-names></name> <name><surname>Zhou</surname> <given-names>Y-M</given-names></name> <name><surname>Xu</surname> <given-names>J-Z</given-names></name> <name><surname>Sun</surname> <given-names>L-H</given-names></name> <name><surname>Tao</surname> <given-names>B</given-names></name> <name><surname>Wang</surname> <given-names>W-Q</given-names></name> <etal/></person-group>. <article-title>Lgr4 promotes aerobic glycolysis and differentiation in osteoblasts via the canonical Wnt/&#x03B2;-catenin pathway</article-title>. <source>J Bone Miner Res Off J Am Soc Bone Miner Res</source>. (<year>2021</year>) <volume>36</volume>:<fpage>1605</fpage>&#x2013;<lpage>20</lpage>. doi: <pub-id pub-id-type="doi">10.1002/jbmr.4321</pub-id>, PMID: <pub-id pub-id-type="pmid">33950533</pub-id></citation></ref>
<ref id="ref12"><label>12.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McCarron</surname> <given-names>RM</given-names></name> <name><surname>Shapiro</surname> <given-names>B</given-names></name> <name><surname>Rawles</surname> <given-names>J</given-names></name> <name><surname>Luo</surname> <given-names>J</given-names></name></person-group>. <article-title>Depression</article-title>. <source>Ann Intern Med</source>. (<year>2021</year>) <volume>174</volume>:<fpage>ITC65&#x2013;ITC80</fpage>. doi: <pub-id pub-id-type="doi">10.7326/AITC202105180</pub-id></citation></ref>
<ref id="ref13"><label>13.</label><citation citation-type="other"><person-group person-group-type="author"><collab id="coll1">World Health Organization</collab></person-group>. (<year>2023</year>). <article-title>Depression (depressive disorder) [Fact sheet]</article-title>. Available online at: <ext-link xlink:href="https://www.who.int/news-room/fact-sheets/detail/depression" ext-link-type="uri">https://www.who.int/news-room/fact-sheets/detail/depression</ext-link>.</citation></ref>
<ref id="ref14"><label>14.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>LeMoult</surname> <given-names>J</given-names></name> <name><surname>Humphreys</surname> <given-names>KL</given-names></name> <name><surname>Tracy</surname> <given-names>A</given-names></name> <name><surname>Hoffmeister</surname> <given-names>J-A</given-names></name> <name><surname>Ip</surname> <given-names>E</given-names></name> <name><surname>Gotlib</surname> <given-names>IH</given-names></name></person-group>. <article-title>Meta-analysis: exposure to early life stress and risk for depression in childhood and adolescence</article-title>. <source>J Am Acad Child Adolesc Psychiatry</source>. (<year>2020</year>) <volume>59</volume>:<fpage>842</fpage>&#x2013;<lpage>55</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jaac.2019.10.011</pub-id>, PMID: <pub-id pub-id-type="pmid">31676392</pub-id></citation></ref>
<ref id="ref15"><label>15.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lu</surname> <given-names>J</given-names></name> <name><surname>Xu</surname> <given-names>X</given-names></name> <name><surname>Huang</surname> <given-names>Y</given-names></name> <name><surname>Li</surname> <given-names>T</given-names></name> <name><surname>Ma</surname> <given-names>C</given-names></name> <name><surname>Xu</surname> <given-names>G</given-names></name> <etal/></person-group>. <article-title>Prevalence of depressive disorders and treatment in China: a cross-sectional epidemiological study</article-title>. <source>Lancet Psychiatry</source>. (<year>2021</year>) <volume>8</volume>:<fpage>981</fpage>&#x2013;<lpage>90</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S2215-0366(21)00251-0</pub-id>, PMID: <pub-id pub-id-type="pmid">34559991</pub-id></citation></ref>
<ref id="ref16"><label>16.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miziak</surname> <given-names>B</given-names></name> <name><surname>Chro&#x015B;ci&#x0144;ska-Krawczyk</surname> <given-names>M</given-names></name> <name><surname>Czuczwar</surname> <given-names>SJ</given-names></name></person-group>. <article-title>An update on the problem of osteoporosis in people with epilepsy taking antiepileptic drugs</article-title>. <source>Expert Opin Drug Saf</source>. (<year>2019</year>) <volume>18</volume>:<fpage>679</fpage>&#x2013;<lpage>89</lpage>. doi: <pub-id pub-id-type="doi">10.1080/14740338.2019.1625887</pub-id>, PMID: <pub-id pub-id-type="pmid">31159612</pub-id></citation></ref>
<ref id="ref17"><label>17.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ma</surname> <given-names>M</given-names></name> <name><surname>Liu</surname> <given-names>X</given-names></name> <name><surname>Jia</surname> <given-names>G</given-names></name> <name><surname>Liu</surname> <given-names>Z</given-names></name> <name><surname>Zhang</surname> <given-names>K</given-names></name> <name><surname>He</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>The association between depression and bone metabolism: a US nationally representative cross-sectional study</article-title>. <source>Arch Osteoporos</source>. (<year>2022</year>) <volume>17</volume>:<fpage>113</fpage>. doi: <pub-id pub-id-type="doi">10.1007/s11657-022-01154-1</pub-id>, PMID: <pub-id pub-id-type="pmid">35962284</pub-id></citation></ref>
<ref id="ref18"><label>18.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>K</given-names></name> <name><surname>Wang</surname> <given-names>T</given-names></name> <name><surname>Tong</surname> <given-names>X</given-names></name> <name><surname>Song</surname> <given-names>Y</given-names></name> <name><surname>Hong</surname> <given-names>J</given-names></name> <name><surname>Sun</surname> <given-names>Y</given-names></name> <etal/></person-group>. <article-title>Osteoporosis is associated with depression among older adults: a nationwide population-based study in the USA from 2005 to 2020</article-title>. <source>Public Health</source>. (<year>2024</year>) <volume>226</volume>:<fpage>27</fpage>&#x2013;<lpage>31</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.puhe.2023.10.022</pub-id>, PMID: <pub-id pub-id-type="pmid">37988825</pub-id></citation></ref>
<ref id="ref19"><label>19.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bener</surname> <given-names>A</given-names></name> <name><surname>Saleh</surname> <given-names>NM</given-names></name> <name><surname>Bhugra</surname> <given-names>D</given-names></name></person-group>. <article-title>Depressive symptoms and bone mineral density in menopause and postmenopausal women: a still increasing and neglected problem</article-title>. <source>J Fam Med Prim Care</source>. (<year>2016</year>) <volume>5</volume>:<fpage>143</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.4103/2249-4863.184640</pub-id>, PMID: <pub-id pub-id-type="pmid">27453860</pub-id></citation></ref>
<ref id="ref20"><label>20.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pineda-Moncus&#x00ED;</surname> <given-names>M</given-names></name> <name><surname>Servitja</surname> <given-names>S</given-names></name> <name><surname>Casamayor</surname> <given-names>G</given-names></name> <name><surname>Cos</surname> <given-names>ML</given-names></name> <name><surname>Rial</surname> <given-names>A</given-names></name> <name><surname>Rodriguez-Morera</surname> <given-names>J</given-names></name> <etal/></person-group>. <article-title>Bone health evaluation one year after aromatase inhibitors completion</article-title>. <source>Bone</source>. (<year>2018</year>) <volume>117</volume>:<fpage>54</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bone.2018.09.010</pub-id>, PMID: <pub-id pub-id-type="pmid">30223134</pub-id></citation></ref>
<ref id="ref21"><label>21.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hung</surname> <given-names>S-C</given-names></name> <name><surname>Liao</surname> <given-names>K-F</given-names></name> <name><surname>Hung</surname> <given-names>H-C</given-names></name> <name><surname>Lin</surname> <given-names>C-L</given-names></name> <name><surname>Lee</surname> <given-names>P-C</given-names></name> <name><surname>Hung</surname> <given-names>S-J</given-names></name> <etal/></person-group>. <article-title>Tamoxifen use correlates with increased risk of hip fractures in older women with breast cancer: a case-control study in Taiwan</article-title>. <source>Geriatr Gerontol Int</source>. (<year>2019</year>) <volume>19</volume>:<fpage>56</fpage>&#x2013;<lpage>60</lpage>. doi: <pub-id pub-id-type="doi">10.1111/ggi.13568</pub-id>, PMID: <pub-id pub-id-type="pmid">30511361</pub-id></citation></ref>
<ref id="ref22"><label>22.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bray</surname> <given-names>F</given-names></name> <name><surname>Laversanne</surname> <given-names>M</given-names></name> <name><surname>Weiderpass</surname> <given-names>E</given-names></name> <name><surname>Soerjomataram</surname> <given-names>I</given-names></name></person-group>. <article-title>The ever-increasing importance of cancer as a leading cause of premature death worldwide</article-title>. <source>Cancer</source>. (<year>2021</year>) <volume>127</volume>:<fpage>3029</fpage>&#x2013;<lpage>30</lpage>. doi: <pub-id pub-id-type="doi">10.1002/cncr.33587</pub-id>, PMID: <pub-id pub-id-type="pmid">34086348</pub-id></citation></ref>
<ref id="ref23"><label>23.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>S</given-names></name> <name><surname>Cao</surname> <given-names>Z</given-names></name> <name><surname>Prettner</surname> <given-names>K</given-names></name> <name><surname>Kuhn</surname> <given-names>M</given-names></name> <name><surname>Yang</surname> <given-names>J</given-names></name> <name><surname>Jiao</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>Estimates and projections of the global economic cost of 29 cancers in 204 countries and territories from 2020 to 2050</article-title>. <source>JAMA Oncol</source>. (<year>2023</year>) <volume>9</volume>:<fpage>465</fpage>&#x2013;<lpage>72</lpage>. doi: <pub-id pub-id-type="doi">10.1001/jamaoncol.2022.7826</pub-id>, PMID: <pub-id pub-id-type="pmid">36821107</pub-id></citation></ref>
<ref id="ref24"><label>24.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yuan</surname> <given-names>T</given-names></name> <name><surname>Zhou</surname> <given-names>Y</given-names></name> <name><surname>Wang</surname> <given-names>T</given-names></name> <name><surname>Li</surname> <given-names>Y</given-names></name> <name><surname>Wang</surname> <given-names>Y</given-names></name></person-group>. <article-title>Impact research of pain nursing combined with hospice care on quality of life for patients with advanced lung cancer</article-title>. <source>Medicine</source>. (<year>2024</year>) <volume>103</volume>:<fpage>e37687</fpage>. doi: <pub-id pub-id-type="doi">10.1097/MD.0000000000037687</pub-id>, PMID: <pub-id pub-id-type="pmid">39259100</pub-id></citation></ref>
<ref id="ref25"><label>25.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kane</surname> <given-names>CM</given-names></name> <name><surname>Hoskin</surname> <given-names>P</given-names></name> <name><surname>Bennett</surname> <given-names>MI</given-names></name></person-group>. <article-title>Cancer induced bone pain</article-title>. <source>BMJ (Clin Res Ed)</source>. (<year>2015</year>) <volume>350</volume>:<fpage>h315</fpage>. doi: <pub-id pub-id-type="doi">10.1136/bmj.h315</pub-id>, PMID: <pub-id pub-id-type="pmid">25633978</pub-id></citation></ref>
<ref id="ref26"><label>26.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname> <given-names>YK</given-names></name> <name><surname>Lee</surname> <given-names>EG</given-names></name> <name><surname>Kim</surname> <given-names>HY</given-names></name> <name><surname>Lee</surname> <given-names>Y</given-names></name> <name><surname>Lee</surname> <given-names>SM</given-names></name> <name><surname>Suh</surname> <given-names>DC</given-names></name> <etal/></person-group>. <article-title>Osteoporotic fractures of the spine, hip, and other locations after adjuvant endocrine therapy with aromatase inhibitors in breast cancer patients: a meta-analysis</article-title>. <source>J Korean Med Sci</source>. (<year>2020</year>) <volume>35</volume>:<fpage>e403</fpage>. doi: <pub-id pub-id-type="doi">10.3346/jkms.2020.35.e403</pub-id>, PMID: <pub-id pub-id-type="pmid">33258332</pub-id></citation></ref>
<ref id="ref27"><label>27.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kanis</surname> <given-names>JA</given-names></name> <name><surname>McCloskey</surname> <given-names>EV</given-names></name> <name><surname>Johansson</surname> <given-names>H</given-names></name> <name><surname>Oden</surname> <given-names>A</given-names></name> <name><surname>Melton</surname> <given-names>LJ</given-names></name> <name><surname>Khaltaev</surname> <given-names>N</given-names></name></person-group>. <article-title>A reference standard for the description of osteoporosis</article-title>. <source>Bone</source>. (<year>2008</year>) <volume>42</volume>:<fpage>467</fpage>&#x2013;<lpage>75</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.bone.2007.11.001</pub-id>, PMID: <pub-id pub-id-type="pmid">18180210</pub-id></citation></ref>
<ref id="ref28"><label>28.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Malmir</surname> <given-names>H</given-names></name> <name><surname>Mirzababaei</surname> <given-names>A</given-names></name> <name><surname>Moradi</surname> <given-names>S</given-names></name> <name><surname>Rezaei</surname> <given-names>S</given-names></name> <name><surname>Mirzaei</surname> <given-names>K</given-names></name> <name><surname>Dadfarma</surname> <given-names>A</given-names></name></person-group>. <article-title>Metabolically healthy status and BMI in relation to depression: a systematic review of observational studies</article-title>. <source>Diabetes Metab Syndr</source>. (<year>2019</year>) <volume>13</volume>:<fpage>1099</fpage>&#x2013;<lpage>103</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dsx.2019.01.027</pub-id>, PMID: <pub-id pub-id-type="pmid">31336451</pub-id></citation></ref>
<ref id="ref29"><label>29.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tang</surname> <given-names>G</given-names></name> <name><surname>Feng</surname> <given-names>L</given-names></name> <name><surname>Pei</surname> <given-names>Y</given-names></name> <name><surname>Gu</surname> <given-names>Z</given-names></name> <name><surname>Chen</surname> <given-names>T</given-names></name> <name><surname>Feng</surname> <given-names>Z</given-names></name></person-group>. <article-title>Low BMI, blood calcium and vitamin D, kyphosis time, and outdoor activity time are independent risk factors for osteoporosis in postmenopausal women</article-title>. <source>Front Endocrinol</source>. (<year>2023</year>) <volume>14</volume>:<fpage>1154927</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fendo.2023.1154927</pub-id>, PMID: <pub-id pub-id-type="pmid">37937050</pub-id></citation></ref>
<ref id="ref30"><label>30.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>Z</given-names></name> <name><surname>Yue</surname> <given-names>Q</given-names></name> <name><surname>Zhao</surname> <given-names>Z</given-names></name> <name><surname>Wen</surname> <given-names>J</given-names></name> <name><surname>Tang</surname> <given-names>L</given-names></name> <name><surname>Zhong</surname> <given-names>Z</given-names></name> <etal/></person-group>. <article-title>A cross-sectional study of smoking and depression among US adults: NHANES (2005-2018)</article-title>. <source>Front Public Health</source>. (<year>2023</year>) <volume>11</volume>:<fpage>1081706</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpubh.2023.1081706</pub-id>, PMID: <pub-id pub-id-type="pmid">36794066</pub-id></citation></ref>
<ref id="ref31"><label>31.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jing</surname> <given-names>Z</given-names></name> <name><surname>Li</surname> <given-names>Y</given-names></name> <name><surname>Zhang</surname> <given-names>H</given-names></name> <name><surname>Chen</surname> <given-names>T</given-names></name> <name><surname>Yu</surname> <given-names>J</given-names></name> <name><surname>Xu</surname> <given-names>X</given-names></name> <etal/></person-group>. <article-title>Tobacco toxins induce osteoporosis through ferroptosis</article-title>. <source>Redox Biol</source>. (<year>2023</year>) <volume>67</volume>:<fpage>102922</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.redox.2023.102922</pub-id>, PMID: <pub-id pub-id-type="pmid">37826866</pub-id></citation></ref>
<ref id="ref32"><label>32.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gopinath</surname> <given-names>V</given-names></name></person-group>. <article-title>Osteoporosis</article-title>. <source>Med Clin North Am</source>. (<year>2023</year>) <volume>107</volume>:<fpage>213</fpage>&#x2013;<lpage>25</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.mcna.2022.10.013</pub-id></citation></ref>
<ref id="ref33"><label>33.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>J</given-names></name> <name><surname>Liu</surname> <given-names>Y</given-names></name> <name><surname>Ma</surname> <given-names>W</given-names></name> <name><surname>Tong</surname> <given-names>Y</given-names></name> <name><surname>Zheng</surname> <given-names>J</given-names></name></person-group>. <article-title>Temporal and spatial trend analysis of all-cause depression burden based on global burden of disease (GBD) 2019 study</article-title>. <source>Sci Rep</source>. (<year>2024</year>) <volume>14</volume>:<fpage>12346</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-024-62381-9</pub-id>, PMID: <pub-id pub-id-type="pmid">38811645</pub-id></citation></ref>
<ref id="ref34"><label>34.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Onizuka</surname> <given-names>N</given-names></name> <name><surname>Onizuka</surname> <given-names>T</given-names></name></person-group>. <article-title>Disparities in osteoporosis prevention and care: understanding gender, racial, and ethnic dynamics</article-title>. <source>Curr Rev Musculoskelet Med</source>. (<year>2024</year>) <volume>17</volume>:<fpage>365</fpage>&#x2013;<lpage>72</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12178-024-09909-8</pub-id>, PMID: <pub-id pub-id-type="pmid">38916641</pub-id></citation></ref>
<ref id="ref35"><label>35.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guo</surname> <given-names>X</given-names></name> <name><surname>She</surname> <given-names>Y</given-names></name> <name><surname>Liu</surname> <given-names>Q</given-names></name> <name><surname>Qin</surname> <given-names>J</given-names></name> <name><surname>Wang</surname> <given-names>L</given-names></name> <name><surname>Xu</surname> <given-names>A</given-names></name> <etal/></person-group>. <article-title>Osteoporosis and depression in perimenopausal women: from clinical association to genetic causality</article-title>. <source>J Affect Disord</source>. (<year>2024</year>) <volume>356</volume>:<fpage>371</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jad.2024.04.019</pub-id>, PMID: <pub-id pub-id-type="pmid">38608764</pub-id></citation></ref>
<ref id="ref36"><label>36.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Oh</surname> <given-names>H</given-names></name> <name><surname>Pickering</surname> <given-names>TA</given-names></name> <name><surname>Martz</surname> <given-names>C</given-names></name> <name><surname>Lincoln</surname> <given-names>KD</given-names></name> <name><surname>Breslau</surname> <given-names>J</given-names></name> <name><surname>Chae</surname> <given-names>D</given-names></name></person-group>. <article-title>Ethno-racial differences in anxiety and depression impairment among emerging adults in higher education</article-title>. <source>SSM Popul Health</source>. (<year>2024</year>) <volume>26</volume>:<fpage>101678</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ssmph.2024.101678</pub-id>, PMID: <pub-id pub-id-type="pmid">38737143</pub-id></citation></ref>
<ref id="ref37"><label>37.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kjeldgaard</surname> <given-names>HK</given-names></name> <name><surname>Omsland</surname> <given-names>TK</given-names></name> <name><surname>Skirbekk</surname> <given-names>VF</given-names></name> <name><surname>O&#x2019;flaherty</surname> <given-names>M</given-names></name> <name><surname>Meyer</surname> <given-names>HE</given-names></name> <name><surname>Holvik</surname> <given-names>K</given-names></name></person-group>. <article-title>Forecasting the burden of hip fracture in Norway towards 2050 by educational level: the norwegian epidemiologic osteoporosis studies (NOREPOS)</article-title>. <source>Scand J Public Health</source>. (<year>2025</year>):<fpage>14034948251325760</fpage>. doi: <pub-id pub-id-type="doi">10.1177/14034948251325760</pub-id>, PMID: <pub-id pub-id-type="pmid">40077934</pub-id></citation></ref>
<ref id="ref38"><label>38.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Azizi</surname> <given-names>H</given-names></name> <name><surname>Esmaeili</surname> <given-names>ED</given-names></name> <name><surname>Bastani</surname> <given-names>P</given-names></name> <name><surname>Vaezi</surname> <given-names>M</given-names></name> <name><surname>Sarbazi</surname> <given-names>E</given-names></name> <name><surname>Khodamoradi</surname> <given-names>F</given-names></name></person-group>. <article-title>Prevalence of and risk factors for early marriage and the correlations with depressive symptoms in northwest of Iran</article-title>. <source>Soc Psychiatry Psychiatr Epidemiol</source>. (<year>2025</year>). doi: <pub-id pub-id-type="doi">10.1007/s00127-025-02840-4</pub-id></citation></ref>
<ref id="ref39"><label>39.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sabel</surname> <given-names>CE</given-names></name> <name><surname>Pedersen</surname> <given-names>CB</given-names></name> <name><surname>Antonsen</surname> <given-names>S</given-names></name> <name><surname>Webb</surname> <given-names>RT</given-names></name> <name><surname>Horsdal</surname> <given-names>HT</given-names></name></person-group>. <article-title>Changing neighborhood income deprivation over time, moving in childhood, and adult risk of depression</article-title>. <source>JAMA Psychiatry</source>. (<year>2024</year>) <volume>81</volume>:<fpage>919</fpage>&#x2013;<lpage>27</lpage>. doi: <pub-id pub-id-type="doi">10.1001/jamapsychiatry.2024.1382</pub-id>, PMID: <pub-id pub-id-type="pmid">39018054</pub-id></citation></ref>
<ref id="ref40"><label>40.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>Y</given-names></name> <name><surname>Huang</surname> <given-names>S-Y</given-names></name> <name><surname>Liu</surname> <given-names>D-L</given-names></name> <name><surname>Zeng</surname> <given-names>X-X</given-names></name> <name><surname>Pan</surname> <given-names>X-R</given-names></name> <name><surname>Peng</surname> <given-names>J</given-names></name></person-group>. <article-title>Bidirectional relationship between diabetes mellitus and depression: mechanisms and epidemiology</article-title>. <source>World J Psychiatry</source>. (<year>2024</year>) <volume>14</volume>:<fpage>1429</fpage>&#x2013;<lpage>36</lpage>. doi: <pub-id pub-id-type="doi">10.5498/wjp.v14.i10.1429</pub-id>, PMID: <pub-id pub-id-type="pmid">39474387</pub-id></citation></ref>
<ref id="ref41"><label>41.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>F</given-names></name> <name><surname>Wang</surname> <given-names>P</given-names></name> <name><surname>Dai</surname> <given-names>F</given-names></name> <name><surname>Zhang</surname> <given-names>Q</given-names></name> <name><surname>Ying</surname> <given-names>R</given-names></name> <name><surname>Ai</surname> <given-names>L</given-names></name> <etal/></person-group>. <article-title>Correlation between blood glucose fluctuations and osteoporosis in type 2 diabetes mellitus</article-title>. <source>Int J Endocrinol</source>. (<year>2025</year>) <volume>2025</volume>:<fpage>8889420</fpage>. doi: <pub-id pub-id-type="doi">10.1155/ije/8889420</pub-id>, PMID: <pub-id pub-id-type="pmid">39949568</pub-id></citation></ref>
<ref id="ref42"><label>42.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ji</surname> <given-names>W</given-names></name> <name><surname>Pan</surname> <given-names>B</given-names></name> <name><surname>Chen</surname> <given-names>X</given-names></name> <name><surname>Lao</surname> <given-names>Z</given-names></name> <name><surname>Yang</surname> <given-names>W</given-names></name> <name><surname>Qian</surname> <given-names>Y</given-names></name></person-group>. <article-title>Mendelian randomization studies of risk and protective factors for osteoporosis: a systematic review and meta-analysis</article-title>. <source>Front Endocrinol</source>. (<year>2024</year>) <volume>15</volume>:<fpage>1486188</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fendo.2024.1486188</pub-id>, PMID: <pub-id pub-id-type="pmid">39886030</pub-id></citation></ref>
<ref id="ref43"><label>43.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cizza</surname> <given-names>G</given-names></name> <name><surname>Primma</surname> <given-names>S</given-names></name> <name><surname>Csako</surname> <given-names>G</given-names></name></person-group>. <article-title>Depression as a risk factor for osteoporosis</article-title>. <source>Trends Endocrinol Metab</source>. (<year>2009</year>) <volume>20</volume>:<fpage>367</fpage>&#x2013;<lpage>73</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tem.2009.05.003</pub-id>, PMID: <pub-id pub-id-type="pmid">19747841</pub-id></citation></ref>
<ref id="ref44"><label>44.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Keshishi</surname> <given-names>D</given-names></name> <name><surname>Makunts</surname> <given-names>T</given-names></name> <name><surname>Abagyan</surname> <given-names>R</given-names></name></person-group>. <article-title>Common osteoporosis drug associated with increased rates of depression and anxiety</article-title>. <source>Sci Rep</source>. (<year>2021</year>) <volume>11</volume>:<fpage>23956</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-021-03214-x</pub-id>, PMID: <pub-id pub-id-type="pmid">34907232</pub-id></citation></ref>
<ref id="ref45"><label>45.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shi</surname> <given-names>L</given-names></name> <name><surname>Zhou</surname> <given-names>X</given-names></name> <name><surname>Gao</surname> <given-names>Y</given-names></name> <name><surname>Li</surname> <given-names>X</given-names></name> <name><surname>Fang</surname> <given-names>R</given-names></name> <name><surname>Deng</surname> <given-names>X</given-names></name></person-group>. <article-title>Evaluation of the correlation between depression and physical activity among older persons with osteoporosis: a cross-sectional study</article-title>. <source>Front Psych</source>. (<year>2023</year>) <volume>14</volume>:<fpage>1193072</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fpsyt.2023.1193072</pub-id></citation></ref>
<ref id="ref46"><label>46.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shin</surname> <given-names>MK</given-names></name> <name><surname>Kim</surname> <given-names>H</given-names></name> <name><surname>Choi</surname> <given-names>S-H</given-names></name> <name><surname>Kim</surname> <given-names>B-J</given-names></name> <name><surname>Kwon</surname> <given-names>O</given-names></name></person-group>. <article-title>Sex-specific bi-directional association between osteoporosis and depression from the national representative data of South Korea</article-title>. <source>Sci Rep</source>. (<year>2022</year>) <volume>12</volume>:<fpage>9500</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-022-13401-z</pub-id>, PMID: <pub-id pub-id-type="pmid">35680922</pub-id></citation></ref>
<ref id="ref47"><label>47.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mwobobia</surname> <given-names>J</given-names></name> <name><surname>White</surname> <given-names>MC</given-names></name> <name><surname>Osazuwa-Peters</surname> <given-names>OL</given-names></name> <name><surname>Adjei Boakye</surname> <given-names>E</given-names></name> <name><surname>Abouelella</surname> <given-names>DK</given-names></name> <name><surname>Barnes</surname> <given-names>JM</given-names></name> <etal/></person-group>. <article-title>Depression, non-medical pain prescriptions, and suicidal behavior in cancer survivors</article-title>. <source>J Cancer Surviv</source>. (<year>2025</year>). doi: <pub-id pub-id-type="doi">10.1007/s11764-024-01740-x</pub-id>, PMID: <pub-id pub-id-type="pmid">39821751</pub-id></citation></ref>
<ref id="ref48"><label>48.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>VanderWalde</surname> <given-names>A</given-names></name> <name><surname>Hurria</surname> <given-names>A</given-names></name></person-group>. <article-title>Aging and osteoporosis in breast and prostate cancer</article-title>. <source>CA Cancer J Clin</source>. (<year>2011</year>) <volume>61</volume>:<fpage>139</fpage>&#x2013;<lpage>56</lpage>. doi: <pub-id pub-id-type="doi">10.3322/caac.20103</pub-id>, PMID: <pub-id pub-id-type="pmid">21543824</pub-id></citation></ref>
<ref id="ref49"><label>49.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Iaconisi</surname> <given-names>GN</given-names></name> <name><surname>Mancini</surname> <given-names>R</given-names></name> <name><surname>Ricci</surname> <given-names>V</given-names></name> <name><surname>Donati</surname> <given-names>D</given-names></name> <name><surname>Sconza</surname> <given-names>C</given-names></name> <name><surname>Marvulli</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Biochemical mechanisms and rehabilitation strategies in osteoporosis-related pain: a systematic review</article-title>. <source>Clin Pract</source>. (<year>2024</year>) <volume>14</volume>:<fpage>2737</fpage>&#x2013;<lpage>58</lpage>. doi: <pub-id pub-id-type="doi">10.3390/clinpract14060216</pub-id>, PMID: <pub-id pub-id-type="pmid">39727804</pub-id></citation></ref>
<ref id="ref50"><label>50.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Remelli</surname> <given-names>F</given-names></name> <name><surname>Ferrara</surname> <given-names>MC</given-names></name> <name><surname>Triolo</surname> <given-names>F</given-names></name> <name><surname>Belvederi Murri</surname> <given-names>M</given-names></name> <name><surname>Caruso</surname> <given-names>G</given-names></name> <name><surname>Bellelli</surname> <given-names>G</given-names></name> <etal/></person-group>. <article-title>Depression and functional recovery after hip fracture in community-dwelling older adults</article-title>. <source>J Frailty Aging</source>. (<year>2024</year>) <volume>13</volume>:<fpage>470</fpage>&#x2013;<lpage>3</lpage>. doi: <pub-id pub-id-type="doi">10.14283/jfa.2024.67</pub-id>, PMID: <pub-id pub-id-type="pmid">39574269</pub-id></citation></ref>
<ref id="ref51"><label>51.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>Q</given-names></name> <name><surname>Wang</surname> <given-names>X</given-names></name> <name><surname>Kong</surname> <given-names>X</given-names></name> <name><surname>Wang</surname> <given-names>Z</given-names></name> <name><surname>Zhu</surname> <given-names>M</given-names></name> <name><surname>Ren</surname> <given-names>Y</given-names></name> <etal/></person-group>. <article-title>Subsequent risk of suicide among 9,300,812 cancer survivors in US: a population-based cohort study covering 40 years of data</article-title>. <source>Eclinicalmedicine</source>. (<year>2022</year>) <volume>44</volume>:<fpage>101295</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.eclinm.2022.101295</pub-id>, PMID: <pub-id pub-id-type="pmid">35198920</pub-id></citation></ref>
<ref id="ref52"><label>52.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liang</surname> <given-names>H</given-names></name> <name><surname>Zhao</surname> <given-names>J</given-names></name> <name><surname>Tian</surname> <given-names>T</given-names></name></person-group>. <article-title>Pharmacological interventions for glucocorticoid-induced osteoporosis: an umbrella review</article-title>. <source>Horm Metab Res</source>. (<year>2023</year>) <volume>55</volume>:<fpage>511</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1055/a-2112-1596</pub-id></citation></ref>
<ref id="ref53"><label>53.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tavares</surname> <given-names>DF</given-names></name> <name><surname>Suen</surname> <given-names>P</given-names></name> <name><surname>Moreno</surname> <given-names>DH</given-names></name> <name><surname>Vieta</surname> <given-names>E</given-names></name> <name><surname>Moreno</surname> <given-names>RA</given-names></name> <name><surname>Brunoni</surname> <given-names>AR</given-names></name></person-group>. <article-title>Distractibility, anxiety, irritability, and agitation symptoms are associated with the severity of depressive and manic symptoms in mixed depression</article-title>. <source>Rev Bras Psiquiatr</source>. (<year>2022</year>) <volume>44</volume>:<fpage>576</fpage>&#x2013;<lpage>83</lpage>. doi: <pub-id pub-id-type="doi">10.47626/1516-4446-2022-2606</pub-id></citation></ref>
<ref id="ref54"><label>54.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Holt</surname> <given-names>A</given-names></name> <name><surname>Khan</surname> <given-names>MA</given-names></name> <name><surname>Gujja</surname> <given-names>S</given-names></name> <name><surname>Govindarajan</surname> <given-names>R</given-names></name></person-group>. <article-title>Utilization of bone densitometry for prediction and administration of bisphosphonates to prevent osteoporosis in patients with prostate cancer without bone metastases receiving antiandrogen therapy</article-title>. <source>Cancer Manag Res</source>. (<year>2015</year>) <volume>7</volume>:<fpage>13</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.2147/CMAR.S74116</pub-id>, PMID: <pub-id pub-id-type="pmid">25565887</pub-id></citation></ref>
<ref id="ref55"><label>55.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kozopas</surname> <given-names>V</given-names></name> <name><surname>Humeniuk</surname> <given-names>V</given-names></name> <name><surname>Semenova</surname> <given-names>Y</given-names></name> <name><surname>Peana</surname> <given-names>M</given-names></name> <name><surname>Butnariu</surname> <given-names>M</given-names></name> <name><surname>Lysiuk</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Osteoporosis: relevance of biomolecules for diagnosis and treatment</article-title>. <source>Curr Med Chem</source>. (<year>2025</year>). doi: <pub-id pub-id-type="doi">10.2174/0109298673358991250210111956</pub-id>, PMID: <pub-id pub-id-type="pmid">39995135</pub-id></citation></ref>
<ref id="ref56"><label>56.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Geng</surname> <given-names>D</given-names></name> <name><surname>Li</surname> <given-names>X</given-names></name> <name><surname>Shi</surname> <given-names>Y</given-names></name></person-group>. <article-title>Effect of exercise intervention on health-related quality of life in middle-aged and older people with osteoporosis: a systematic review and meta-analysis</article-title>. <source>PeerJ</source>. (<year>2025</year>) <volume>13</volume>:<fpage>e18889</fpage>. doi: <pub-id pub-id-type="doi">10.7717/peerj.18889</pub-id>, PMID: <pub-id pub-id-type="pmid">39902318</pub-id></citation></ref>
<ref id="ref57"><label>57.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>H</given-names></name> <name><surname>Zhang</surname> <given-names>H</given-names></name> <name><surname>Aimaiti</surname> <given-names>R</given-names></name> <name><surname>Yuan</surname> <given-names>C</given-names></name> <name><surname>Cai</surname> <given-names>F</given-names></name> <name><surname>Wang</surname> <given-names>H</given-names></name> <etal/></person-group>. <article-title>Early-life malnutrition exposure associated with higher osteoporosis risk in adulthood: a large-scale cross-sectional study</article-title>. <source>Int J Surg (Lond Engl)</source>. (<year>2025</year>) <volume>111</volume>:<fpage>190</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1097/JS9.0000000000002057</pub-id>, PMID: <pub-id pub-id-type="pmid">39196877</pub-id></citation></ref>
</ref-list>
</back>
</article>