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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging Neurosci.</journal-id>
<journal-title>Frontiers in Aging Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1663-4365</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnagi.2025.1513373</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Aging Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Bidirectional relationship between depression and activities of daily living and longitudinal mediation of cognitive function in patients with Parkinson&#x2019;s disease</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Xu</surname> <given-names>Yue</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2872134/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Durong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2775448/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Dong</surname> <given-names>Meiqi</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Yun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Yu</surname> <given-names>Hongmei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1183949/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Han</surname> <given-names>Yanqing</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="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
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</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neurology, Shanxi Cardiovascular Hospital</institution>, <addr-line>Taiyuan</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Health Statistics, School of Public Health, Shanxi Medical University</institution>, <addr-line>Taiyuan</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Neurology, Cardiovascular Hospital Affiliated to Shanxi Medical University</institution>, <addr-line>Taiyuan</addr-line>, <country>China</country></aff>
<aff id="aff4"><sup>4</sup><institution>Shanxi Provincial Key Laboratory of Major Diseases Risk Assessment, Shanxi Medical University</institution>, <addr-line>Taiyuan</addr-line>, <country>China</country></aff>
<aff id="aff5"><sup>5</sup><institution>MOE Key Laboratory of Coal Environmental Pathogebicity and Prevention, Shanxi Medical University</institution>, <addr-line>Taiyuan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Vanja Duric, Des Moines University, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Donato Melchionda, Azienda Ospedaliero-Universitaria Ospedali Riuniti di Foggia, Italy</p>
<p>Liane Kaufmann, Ernst von Bergmann Clinic, Germany</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Hongmei Yu, <email>yu@sxmu.edu.cn</email>; Yanqing Han, <email>chenhanyanqing@126.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>17</volume>
<elocation-id>1513373</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Xu, Chen, Dong, Zhang, Yu and Han.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Xu, Chen, Dong, Zhang, Yu and Han</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>Objective</title>
<p>To investigate the bidirectional relationship between depression and activities of daily living (ADL) in Parkinson&#x2019;s disease (PD) patients and explore the mediating role of cognitive function over time.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Data from 892 PD patients from the Parkinson&#x2019;s Progression Markers Initiative (PPMI) database were included in this study, and depression, cognitive function, and ADL were measured using the Geriatric Depression Scale (GDS-15), Montreal Cognitive Assessment Scale (MoCA), and Unified Parkinson&#x2019;s Disease Rating Scale, Part II (UPDRS II) respectively. The cross-lagged panel model (CLPM) was employed to analyze the reciprocal relationship between depression and ADL. Then, we explored the mediating role of cognitive function in the bidirectional relationship between depression and ADL in patients with PD, and the mediation effect test was carried out using a bias-corrected nonparametric percentile bootstrap approach.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Depression in patients with PD predicted their subsequent ADL (<italic>&#x03B2;</italic> =&#x202F;0.079, <italic>p</italic> &#x003C;&#x202F;0.01), and ADL also predicted their subsequent depression (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.069, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), In addition, Bootstrap analysis showed that cognitive function played a significant mediating role in prediction of depression to ADL in patients with PD (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.006, <italic>p</italic>&#x202F;=&#x202F;0.074, 95%CI&#x202F;=&#x202F;0.001&#x202F;~&#x202F;0.014), and cognitive function also played a significant mediating role in prediction of depression to ADL (<italic>&#x03B2;</italic>&#x202F;=&#x202F;0.006, <italic>p</italic>&#x202F;=&#x202F;0.067, 95%CI&#x202F;=&#x202F;0.001&#x202F;~&#x202F;0.013).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>There is a bidirectional relationship between depression and ADL in patients with PD. Furthermore, we found that cognitive function mediates the relationship that exists between depression and ADL in patients with PD. Interventions aimed at enhancing cognitive function could potentially lessen the vicious cycle of depression and ADL in PD, thus improving patient quality of life (QOL).</p>
</sec>
</abstract>
<kwd-group>
<kwd>Parkinson&#x2019;s disease</kwd>
<kwd>depression</kwd>
<kwd>cognitive function</kwd>
<kwd>activities of daily living</kwd>
<kwd>cross-lagged panel model</kwd>
<kwd>longitudinal mediation analysis</kwd>
</kwd-group>
<contract-num rid="cn1">DJKZXKT2023058</contract-num>
<contract-num rid="cn2">82273742</contract-num>
<contract-sponsor id="cn1">Shanxi Province Key Project</contract-sponsor>
<contract-sponsor id="cn2">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content></contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="52"/>
<page-count count="10"/>
<word-count count="6783"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Parkinson&#x2019;s Disease and Aging-related Movement Disorders</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Parkinson&#x2019;s disease (PD) is the second most prevalent neurological disorder after Alzheimer&#x2019;s. As global aging advances, its incidence is increasing, particularly affecting older individuals, which places a greater burden on societal and economic structures (<xref ref-type="bibr" rid="ref10">Dorsey et al., 2018</xref>; <xref ref-type="bibr" rid="ref37">Santos Garc&#x00ED;a et al., 2019</xref>). While PD patients commonly exhibit motor symptoms, non-motor symptoms such as depression, cognitive impairment, and autonomic dysfunction often manifest earlier. These symptoms can significantly impact the quality of life (QOL) more profoundly than motor symptoms (<xref ref-type="bibr" rid="ref20">Hussein et al., 2021</xref>).</p>
<p>One of the most prevalent non-motor symptoms among people with PD is depression, which usually manifests in the beginning phases of the illness, and affects approximately 40&#x2013;50% of patients (<xref ref-type="bibr" rid="ref5">Camargo et al., 2017</xref>; <xref ref-type="bibr" rid="ref7">Cong et al., 2022</xref>). Activities of Daily Living (ADL) are crucial indicators of PD severity and directly reflect patients the QOL (<xref ref-type="bibr" rid="ref37">Santos Garc&#x00ED;a et al., 2019</xref>). Several research have examined a link between depression and ADL in PD patients. Several cross-sectional studies have discovered that depression is a strong predictor of ADL, and depression is inversely linked with ADL in patients with PD (<xref ref-type="bibr" rid="ref25">Lawrence et al., 2014</xref>; <xref ref-type="bibr" rid="ref15">He et al., 2021a</xref>). Additionally, longitudinal research has shown that lower ADL scores are a risk factor for depression in PD patients (<xref ref-type="bibr" rid="ref3">Antar et al., 2021</xref>). However, the studies mentioned above all explored the unidirectional relationship between depression and ADL in PD patients. Although a recent cohort study showed a bivariate relationship between depression and both ADL and instrumental activities of daily living (IADL) in older adults, this study included ADL in addition to IADL, and different scales were used to assess ADL (<xref ref-type="bibr" rid="ref52">Zhu et al., 2024</xref>).</p>
<p>Another prevalent non-motor symptom of PD is cognitive impairment, about 25% of people with PD are diagnosed with mild cognitive impairment at initial diagnosis, and up to 80% experience Parkinson&#x2019;s disease dementia (PDD) within 15&#x2013;20&#x202F;years of diagnosis (<xref ref-type="bibr" rid="ref16">Hely et al., 2008</xref>; <xref ref-type="bibr" rid="ref27">Litvan et al., 2011</xref>). It has been shown that depression in PD patients is a risk factor for cognitive impairment, and that cognitive impairment in PD patients is associated with ADL difficulties (<xref ref-type="bibr" rid="ref35">Rosenthal et al., 2010</xref>; <xref ref-type="bibr" rid="ref17">Hemphill et al., 2023</xref>), In a cross-sectional study, Jones et al. assessed 214 US patients and found that those with Parkinson&#x2019;s Disease Mild Cognitive Impairment (PD-MCI) exhibited more severe depression than those without cognitive deficits (<xref ref-type="bibr" rid="ref22">Jones et al., 2016</xref>). And impaired ADL in PD patients increase the risk of cognitive impairment (<xref ref-type="bibr" rid="ref22">Jones et al., 2016</xref>; <xref ref-type="bibr" rid="ref9">D&#x2019;Iorio et al., 2018</xref>).</p>
<p>The above studies are two-by-two relationship between depression, ADL, and cognitive function in PD patients. There are some studies on the relationship between cognitive function, ADL, and depression. Sun et al. found that cognitive function can influence depressive status through ADL in older adults (<xref ref-type="bibr" rid="ref42">Sun et al., 2024</xref>). Ai et al. found a significant interaction between ADL limitation and cognitive dysfunction in older adults, both of which are risk factors for depression (<xref ref-type="bibr" rid="ref2">Ai et al., 2024</xref>). However, these studies were conducted on older adults, not PD patients. One Korean study of 32 MCI patients found that cognitive function mediated the effect of depression on ADL (<xref ref-type="bibr" rid="ref23">Jung et al., 2023</xref>). However, this study was a cross-sectional study and could not explore the causal relationship between variables. Survey-based research often employ Cross-lagged panel model (CLPM) to establish causality because it can eliminate autoregressive effects (<xref ref-type="bibr" rid="ref39">Schuurman et al., 2016</xref>). The examination of the interaction between variables has been applied widely (<xref ref-type="bibr" rid="ref6">Cole and Maxwell, 2003</xref>).</p>
<p>Our study analyzed the relationship between cognitive function, ADL, and depression in PD patients to fill the gap in longitudinal research on the relationship between depression, cognitive function, and ADL in PD patients. This study explored the bidirectional relationship between depression and ADL. Then, we also investigated the longitudinal mediating role of cognitive function in the bidirectional relationship between depression and ADL in PD patients. Patients with PD presenting with depression can have an impact on their QOL by affecting their motor symptoms (<xref ref-type="bibr" rid="ref28">Nagarajan et al., 2024</xref>). PD patients with depression affect their ADL, which serious affects QOL (<xref ref-type="bibr" rid="ref7">Cong et al., 2022</xref>). Depression and ADL in PD patients can mediate the impact of their cognitive function on the QOL (<xref ref-type="bibr" rid="ref15">He et al., 2021a</xref>). So as to provide theoretical basis for enhancing the QOL of PD patients.</p>
</sec>
<sec sec-type="methods" id="sec6">
<label>2</label>
<title>Methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Data and sample</title>
<p>Data used in the preparation of this article were obtained (on January 29, 2024) from the Parkinson&#x2019;s Progression Markers Initiative (PPMI) database,<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref> RRID:SCR_006431. For up-to-date information on the study, visit <ext-link xlink:href="http://www.ppmi-info.org" ext-link-type="uri">http://www.ppmi-info.org</ext-link>. PPMI is an extensive global, multicenter, longitudinal observational study. In order to better understand the etiology and progression of the disease, a longitudinal clinical, imaging, and biomarker assessment was carried out at 21 clinical sites in the US, Europe, and Australia using standardized data collecting. We chose data from the PPMI database from 2010 to 2024 at baseline and at two-year follow-up (with follow-up at 1-year intervals), which includes PD diagnoses. Participants with only baseline data or one-year follow-up, missing data from both the baseline and two-year follow-up, or lacking essential demographic information were excluded. <xref ref-type="fig" rid="fig1">Figure 1</xref> shows the specific sample inclusion criteria, and our ultimate sample size was 892 people. None of our participants received any therapy at baseline. However, they underwent confirmatory tests, including clinical and cognitive assessments, imaging examinations, and biological specimen collection, all approved by the local Central Institutional Review Board. Each participant provided written informed consent prior to enrollment.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Sample selection.</p>
</caption>
<graphic xlink:href="fnagi-17-1513373-g001.tif"/>
</fig>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Measurements</title>
<p>Depression was assessed using the Geriatric Depression Scale (GDS). We selected the GDS-15, a shorter version with demonstrated reliability and validity in clinical assessments (<xref ref-type="bibr" rid="ref1">Acosta Quiroz et al., 2020</xref>). The total score ranged from 0 to 15, with &#x2265;5 indicating mild depression and &#x2265;10 indicating moderate to severe depression.</p>
<p>ADL were assessed using the UPDRS II, the second part of the Unified Parkinson Disease Rating Scale, consisting of 13 items and a score range of 0&#x2013;52. Higher scores indicate poorer functionality (<xref ref-type="bibr" rid="ref13">Goetz et al., 2007</xref>). The UPDRS II has been shown to have good reliability and validity in patients with PD (<xref ref-type="bibr" rid="ref32">Ramsay et al., 2020</xref>), and this is a useful marker for tracking the progression of the illness.</p>
<p>The Montreal Cognitive Assessment (MoCA) was used to assess cognitive function, which consists of 11 items with scores ranging from 0 to 30 and &#x2265;26 normal. It has high sensitivity and specificity in the detection of cognitive function (<xref ref-type="bibr" rid="ref29">Nasreddine et al., 2005</xref>).</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Covariates</title>
<p>Including the age (&#x003C;56 years, 56&#x2013;65&#x202F;years, and &#x003E;65&#x202F;years), gender (female, male), education (&#x003C;13 years, 13&#x2013;23&#x202F;years, and &#x003E;23&#x202F;years), race white, black, Asian, and other, family history (1st degree family, no 1st degree family, and no family), and duration of disease (&#x003C;5&#x202F;years, 5&#x2013;10&#x202F;years, and &#x003E;10&#x202F;years) in patients with PD. In addition, patients with PD recorded in their medical history the use of levodopa in dopaminergic drug therapy during the follow-up period, indicated as Levodopa Equivalent Daily Dose (LEDD). LEDD1 indicates first year follow-up Levodopa Equivalent Daily Dose and LEDD2 indicates second year follow-up Levodopa Equivalent Daily Dose.</p>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Statistical analysis</title>
<p>Data analysis was conducted using SPSS27.0 Missing data were imputed using multiple interpolation techniques. Quantitative data were expressed as mean&#x202F;&#x00B1;&#x202F;standard deviation, and qualitative data were reported as frequencies (percentage). Independent samples t-test and one-way ANOVA were used to compare the scores of depression, cognitive function, and ADL across patients with different characteristics. Pearson correlation analysis was utilized to estimate relationships between variables. Mplus8.3 was used to fit the CLPM for depression, cognitive function, and ADL. <italic>&#x03B1;</italic>&#x202F;=&#x202F;0.05 was used as the test level. Holographic great likelihood estimation was used for parameter estimation, and the mediation effect was tested using the bias-corrected nonparametric percentile Bootstrap 1,000 iterations were taken (<xref ref-type="bibr" rid="ref18">Holm et al., 2021</xref>; <xref ref-type="bibr" rid="ref48">Yang and Zhao, 2024</xref>). And the coefficient product was significant and the mediation effect was significant if the confidence interval did not contain zero. The fit of the model was evaluated using several indices: chi-square/degrees of freedom (<italic>&#x03C7;</italic><sup>2</sup>/df), Comparative Fit Index (CFI), Tucker-Lewis Index (TLI), Root Mean Square Error of Approximation (RMSEA), and Standardized Root Mean Square Residual (SRMR). A good model fit was indicated by (<italic>&#x03C7;</italic><sup>2</sup>/df)&#x202F;&#x003C;&#x202F;5, CFI and TLI&#x202F;&#x003E;&#x202F;0.90, and RMSEA and SRMR&#x202F;&#x003C;&#x202F;0.08 (<xref ref-type="bibr" rid="ref4">Bentler, 1990</xref>; <xref ref-type="bibr" rid="ref19">Hu and Bentler, 1999</xref>; <xref ref-type="bibr" rid="ref38">Schermelleh-Engel et al., 2003</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<label>3</label>
<title>Results</title>
<sec id="sec12">
<label>3.1</label>
<title>Basic information on the subject of the study</title>
<p>This study included 892 PD patients in total, 551 (61.8%) of them were male and 341 (38.2%) were female, most of them were white (93.6%), and most of them had 13&#x2013;23&#x202F;years of education (80.3%). Age&#x202F;&#x003E;&#x202F;65&#x202F;years was 45.3%, and disease duration of &#x003C;5&#x202F;years was 92.6%, The percentage of LEDD1&#x202F;&#x003E;&#x202F;500&#x202F;mg in the first year of follow-up was 77.6%, and the percentage of LEDD2&#x202F;&#x003E;&#x202F;500&#x202F;mg in the second year of follow-up was 63.1%, as shown in <xref ref-type="table" rid="tab1">Table 1</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Demographic information on the study population (<italic>N</italic>&#x202F;=&#x202F;892).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top"><italic>N</italic> (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="2">Gender</td>
</tr>
<tr>
<td align="left" valign="middle">Female</td>
<td align="center" valign="middle">341 (38.2%)</td>
</tr>
<tr>
<td align="left" valign="middle">Male</td>
<td align="center" valign="middle">551 (61.8%)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="2">Education (years)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003C;13</td>
<td align="center" valign="middle">160 (17.9%)</td>
</tr>
<tr>
<td align="left" valign="middle">13&#x2013;23</td>
<td align="center" valign="middle">716 (80.3%)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003E;23</td>
<td align="center" valign="middle">16 (1.8%)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="2">Race</td>
</tr>
<tr>
<td align="left" valign="middle">White</td>
<td align="center" valign="middle">835 (93.6%)</td>
</tr>
<tr>
<td align="left" valign="middle">Black</td>
<td align="center" valign="middle">14 (1.6%)</td>
</tr>
<tr>
<td align="left" valign="middle">Asian</td>
<td align="center" valign="middle">14 (1.6%)</td>
</tr>
<tr>
<td align="left" valign="middle">Other</td>
<td align="center" valign="middle">29 (3.3%)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="2">Family history</td>
</tr>
<tr>
<td align="left" valign="middle">1st degree family</td>
<td align="center" valign="middle">205 (23.0%)</td>
</tr>
<tr>
<td align="left" valign="middle">No-1st degree family</td>
<td align="center" valign="middle">111 (12.4%)</td>
</tr>
<tr>
<td align="left" valign="middle">No family</td>
<td align="center" valign="middle">576 (64.6%)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="2">Age (years)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003C;56</td>
<td align="center" valign="middle">229 (25.7%)</td>
</tr>
<tr>
<td align="left" valign="middle">56&#x2013;65</td>
<td align="center" valign="middle">259 (29.0%)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003E;65</td>
<td align="center" valign="middle">404 (45.3%)</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="2">Duration of disease (years)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003C;5</td>
<td align="center" valign="middle">826 (92.6%)</td>
</tr>
<tr>
<td align="left" valign="middle">5&#x2013;10</td>
<td align="center" valign="middle">64 (7.2%)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003E;10</td>
<td align="center" valign="middle">2 (0.2%)</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="2">LEDD1 (mg)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x003C;500</td>
<td align="center" valign="middle">692 (77.6%)</td>
</tr>
<tr>
<td align="left" valign="bottom">500&#x2013;1,000</td>
<td align="center" valign="middle">156 (17.5%)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x003E;1,000</td>
<td align="center" valign="middle">44 (4.9%)</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="2">LEDD2 (mg)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x003C;500</td>
<td align="center" valign="bottom">563 (63.1%)</td>
</tr>
<tr>
<td align="left" valign="bottom">500&#x2013;1,000</td>
<td align="center" valign="bottom">249 (27.9%)</td>
</tr>
<tr>
<td align="left" valign="bottom">&#x003E;1,000</td>
<td align="center" valign="bottom">80 (9.0%)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Between-group comparisons of baseline ADL scores among demographic subgroups revealed statistically significant differences within age and disease duration groups (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Between-group comparisons of patients&#x2019; depression scores at baseline based on demographic subgroups showed statistically significant differences in baseline patients&#x2019; depression scores within education level, race, and disease duration groups (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). Comparisons of baseline cognitive function scores among demographic subgroups demonstrated statistically significant differences within educational level, racial, family history, age, and disease duration groups (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), as shown in <xref ref-type="table" rid="tab2">Table 2</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Study participants&#x2019; scores on Baseline ADL, depression, and cognitive function.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variables</th>
<th align="center" valign="top" colspan="3">Mean&#x202F;&#x00B1;&#x202F;SD</th>
<th align="center" valign="top" colspan="3">
<italic>t/F</italic>
</th>
<th align="center" valign="top" colspan="3">
<italic>p</italic>
</th>
</tr>
<tr>
<th align="center" valign="top">UPDRSII (Max score: 30)</th>
<th align="center" valign="top">GDS (Max score: 14)</th>
<th align="center" valign="top">MOCA (Max score: 30)</th>
<th align="center" valign="top">UPDRSII</th>
<th align="center" valign="top">GDS</th>
<th align="center" valign="top">MOCA</th>
<th align="center" valign="top">UPDRSII</th>
<th align="center" valign="top">GDS</th>
<th align="center" valign="top">MOCA</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="10">Gender</td>
</tr>
<tr>
<td align="left" valign="middle">Female</td>
<td align="center" valign="top">6.26&#x202F;&#x00B1;&#x202F;4.56</td>
<td align="center" valign="top">2.71&#x202F;&#x00B1;&#x202F;2.88</td>
<td align="center" valign="top">26.79&#x202F;&#x00B1;&#x202F;2.89</td>
<td align="center" valign="top" rowspan="2">&#x2212;0.384</td>
<td align="center" valign="top" rowspan="2">1.598</td>
<td align="center" valign="top" rowspan="2">1.607</td>
<td align="center" valign="top" rowspan="2">0.701</td>
<td align="center" valign="top" rowspan="2">0.11</td>
<td align="center" valign="top" rowspan="2">0.108</td>
</tr>
<tr>
<td align="left" valign="middle">Male</td>
<td align="center" valign="top">6.38&#x202F;&#x00B1;&#x202F;4.67</td>
<td align="center" valign="top">2.41&#x202F;&#x00B1;&#x202F;2.61</td>
<td align="center" valign="top">26.48&#x202F;&#x00B1;&#x202F;2.75</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="10">Education (years)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003C;13</td>
<td align="center" valign="top">6.16&#x202F;&#x00B1;&#x202F;4.51</td>
<td align="center" valign="top">2.94&#x202F;&#x00B1;&#x202F;2.86</td>
<td align="center" valign="top">25.80&#x202F;&#x00B1;&#x202F;3.52</td>
<td align="center" valign="top" rowspan="3">0.517</td>
<td align="center" valign="top" rowspan="3">3.275</td>
<td align="center" valign="top" rowspan="3">8.115</td>
<td align="center" valign="top" rowspan="3">0.596</td>
<td align="center" valign="top" rowspan="3">0.038</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">13&#x2013;23</td>
<td align="center" valign="top">6.34&#x202F;&#x00B1;&#x202F;4.63</td>
<td align="center" valign="top">2.46&#x202F;&#x00B1;&#x202F;2.70</td>
<td align="center" valign="top">26.76&#x202F;&#x00B1;&#x202F;2.61</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003E;23</td>
<td align="center" valign="top">7.38&#x202F;&#x00B1;&#x202F;5.68</td>
<td align="center" valign="top">1.50&#x202F;&#x00B1;&#x202F;1.67</td>
<td align="center" valign="top">27.19&#x202F;&#x00B1;&#x202F;1.94</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="10">Race</td>
</tr>
<tr>
<td align="left" valign="middle">White</td>
<td align="center" valign="top">6.33&#x202F;&#x00B1;&#x202F;4.66</td>
<td align="center" valign="top">2.45&#x202F;&#x00B1;&#x202F;2.67</td>
<td align="center" valign="top">26.69&#x202F;&#x00B1;&#x202F;2.75</td>
<td align="center" valign="top" rowspan="4">0.049</td>
<td align="center" valign="top" rowspan="4">5.273</td>
<td align="center" valign="top" rowspan="4">5.923</td>
<td align="center" valign="top" rowspan="4">0.986</td>
<td align="center" valign="top" rowspan="4">0.001</td>
<td align="center" valign="top" rowspan="4">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">Black</td>
<td align="center" valign="top">6.71&#x202F;&#x00B1;&#x202F;4.76</td>
<td align="center" valign="top">4.71&#x202F;&#x00B1;&#x202F;4.21</td>
<td align="center" valign="top">25.71&#x202F;&#x00B1;&#x202F;3.15</td>
</tr>
<tr>
<td align="left" valign="middle">Asian</td>
<td align="center" valign="top">6.29&#x202F;&#x00B1;&#x202F;3.93</td>
<td align="center" valign="top">2.79&#x202F;&#x00B1;&#x202F;2.42</td>
<td align="center" valign="top">26.14&#x202F;&#x00B1;&#x202F;3.11</td>
</tr>
<tr>
<td align="left" valign="middle">Other</td>
<td align="center" valign="top">6.14&#x202F;&#x00B1;&#x202F;4.07</td>
<td align="center" valign="top">3.72&#x202F;&#x00B1;&#x202F;2.80</td>
<td align="center" valign="top">24.59&#x202F;&#x00B1;&#x202F;3.45</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="10">Family history</td>
</tr>
<tr>
<td align="left" valign="middle">1st degree family</td>
<td align="center" valign="top">6.76&#x202F;&#x00B1;&#x202F;4.98</td>
<td align="center" valign="top">2.75&#x202F;&#x00B1;&#x202F;2.74</td>
<td align="center" valign="top">25.74&#x202F;&#x00B1;&#x202F;3.43</td>
<td align="center" valign="top" rowspan="3">1.396</td>
<td align="center" valign="top" rowspan="3">0.927</td>
<td align="center" valign="top" rowspan="3">12.978</td>
<td align="center" valign="top" rowspan="3">0.248</td>
<td align="center" valign="top" rowspan="3">0.396</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">No-1st degree family</td>
<td align="center" valign="top">5.91&#x202F;&#x00B1;&#x202F;4.07</td>
<td align="center" valign="top">2.41&#x202F;&#x00B1;&#x202F;2.56</td>
<td align="center" valign="top">27.05&#x202F;&#x00B1;&#x202F;2.32</td>
</tr>
<tr>
<td align="left" valign="middle">No family</td>
<td align="center" valign="top">6.26&#x202F;&#x00B1;&#x202F;4.59</td>
<td align="center" valign="top">2.47&#x202F;&#x00B1;&#x202F;2.72</td>
<td align="center" valign="top">26.81&#x202F;&#x00B1;&#x202F;2.58</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="10">Age (years)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003C;56</td>
<td align="center" valign="top">6.10&#x202F;&#x00B1;&#x202F;4.78</td>
<td align="center" valign="top">2.80&#x202F;&#x00B1;&#x202F;2.95</td>
<td align="center" valign="top">27.31&#x202F;&#x00B1;&#x202F;2.80</td>
<td align="center" valign="top" rowspan="3">4.482</td>
<td align="center" valign="top" rowspan="3">2.717</td>
<td align="center" valign="top" rowspan="3">25.131</td>
<td align="center" valign="top" rowspan="3">0.012</td>
<td align="center" valign="top" rowspan="3">0.067</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">56&#x2013;65</td>
<td align="center" valign="top">5.77&#x202F;&#x00B1;&#x202F;4.24</td>
<td align="center" valign="top">2.24&#x202F;&#x00B1;&#x202F;2.75</td>
<td align="center" valign="top">27.06&#x202F;&#x00B1;&#x202F;2.22</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003E;65</td>
<td align="center" valign="top">6.82&#x202F;&#x00B1;&#x202F;4.72</td>
<td align="center" valign="top">2.56&#x202F;&#x00B1;&#x202F;2.54</td>
<td align="center" valign="top">25.89&#x202F;&#x00B1;&#x202F;2.99</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="10">Duration of disease (years)</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003C;5</td>
<td align="center" valign="top">6.14&#x202F;&#x00B1;&#x202F;4.40</td>
<td align="center" valign="top">2.43&#x202F;&#x00B1;&#x202F;2.64</td>
<td align="center" valign="top">26.70&#x202F;&#x00B1;&#x202F;2.65</td>
<td align="center" valign="top" rowspan="3">12.137</td>
<td align="center" valign="top" rowspan="3">9.896</td>
<td align="center" valign="top" rowspan="3">8.545</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">5&#x2013;10</td>
<td align="center" valign="top">9.21&#x202F;&#x00B1;&#x202F;6.62</td>
<td align="center" valign="top">4.05&#x202F;&#x00B1;&#x202F;3.41</td>
<td align="center" valign="top">25.16&#x202F;&#x00B1;&#x202F;4,23</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003E;10</td>
<td align="center" valign="top">4.00&#x202F;&#x00B1;&#x202F;2.83</td>
<td align="center" valign="top">1.00&#x202F;&#x00B1;&#x202F;1.41</td>
<td align="center" valign="top">26.59&#x202F;&#x00B1;&#x202F;2.81</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>GDS, Geriatric Depression Scale score; MOCA, Montreal Cognitive Assessment Scale score; UPDRS II, Unified Parkinson&#x2019;s Disease Rating Scale Part II score.</p>
</table-wrap-foot>
</table-wrap>
<p>Between-group comparisons of patients&#x2019; ADL scores, depression scores, and cognitive function scores at the first year of follow-up were made according to LEDD subgroups (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), as shown in <xref ref-type="table" rid="tab3">Table 3</xref>.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Study participants&#x2019; scores on ADL, depression, and cognitive function in the first year follow-up.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variables</th>
<th align="center" valign="top" colspan="3">Mean&#x202F;+&#x202F;SD</th>
<th align="center" valign="top" colspan="3">
<italic>F</italic>
</th>
<th align="center" valign="top" colspan="3">
<italic>p</italic>
</th>
</tr>
<tr>
<th align="center" valign="top">UPPRSII</th>
<th align="center" valign="top">GDS</th>
<th align="center" valign="top">MOCA</th>
<th align="center" valign="top">UPDRSII</th>
<th align="center" valign="top">GDS</th>
<th align="center" valign="top">MOCA</th>
<th align="center" valign="top">UPDRSII</th>
<th align="center" valign="top">GDS</th>
<th align="center" valign="top">MOCA</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="10">LEDD1</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003C;500&#x202F;mg</td>
<td align="center" valign="top">7.16&#x202F;&#x00B1;&#x202F;4.82</td>
<td align="center" valign="top">2.38&#x202F;&#x00B1;&#x202F;2.74</td>
<td align="center" valign="top">26.51&#x202F;&#x00B1;&#x202F;2.88</td>
<td align="center" valign="top" rowspan="3">15.210</td>
<td align="center" valign="top" rowspan="3">17.386</td>
<td align="center" valign="top" rowspan="3">9.233</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
</tr>
<tr>
<td align="left" valign="middle">500&#x2013;1,000&#x202F;mg</td>
<td align="center" valign="top">9.28&#x202F;&#x00B1;&#x202F;7.03</td>
<td align="center" valign="top">3.73&#x202F;&#x00B1;&#x202F;3.58</td>
<td align="center" valign="top">25.32&#x202F;&#x00B1;&#x202F;4.43</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003E;1,000&#x202F;mg</td>
<td align="center" valign="top">10.20&#x202F;&#x00B1;&#x202F;6.37</td>
<td align="center" valign="top">3.95&#x202F;&#x00B1;&#x202F;3.72</td>
<td align="center" valign="top">25.64&#x202F;&#x00B1;&#x202F;4.44</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>GDS, Geriatric Depression Scale score; MOCA, Montreal Cognitive Assessment Scale score; UPDRS II, Unified Parkinson&#x2019;s Disease Rating Scale Part II score; LEDD1, first year follow-up Levodopa Equivalent Daily Dose.</p>
</table-wrap-foot>
</table-wrap>
<p>Comparison of the patients&#x2019; ADL scores, depression scores and cognitive function scores at the second year follow-up was made between groups according to LEDD subgroups, and the results showed that the differences of ADL scores and depression scores at the second year follow-up were statistically significant within LEDD subgroups (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), and the differences of the patients&#x2019; cognitive function score at the second year follow-up were statistically significant within LEDD subgroups (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), as shown in <xref ref-type="table" rid="tab4">Table 4</xref>.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Study participants&#x2019; scores on ADL, depression, and cognitive function in the second year follow-up.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variables</th>
<th align="center" valign="top" colspan="3">Mean&#x202F;+&#x202F;SD</th>
<th align="center" valign="top" colspan="3">
<italic>F</italic>
</th>
<th align="center" valign="top" colspan="3">
<italic>p</italic>
</th>
</tr>
<tr>
<th align="center" valign="top">UPDRSII</th>
<th align="center" valign="top">GDS</th>
<th align="center" valign="top">MOCA</th>
<th align="center" valign="top">UPDRSII</th>
<th align="center" valign="top">GDS</th>
<th align="center" valign="top">MOCA</th>
<th align="center" valign="top">UPDRSII</th>
<th align="center" valign="top">GDS</th>
<th align="center" valign="top">MOCA</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" colspan="10">LEDD2</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003C;500&#x202F;mg</td>
<td align="center" valign="top">7.45&#x202F;&#x00B1;&#x202F;5.43</td>
<td align="center" valign="top">2.49&#x202F;&#x00B1;&#x202F;2.70</td>
<td align="center" valign="top">26.53&#x202F;&#x00B1;&#x202F;3.25</td>
<td align="center" valign="top" rowspan="3">13.972</td>
<td align="center" valign="top" rowspan="3">8.823</td>
<td align="center" valign="top" rowspan="3">4.449</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
<td align="center" valign="top" rowspan="3">&#x003C;0.001</td>
<td align="center" valign="top" rowspan="3">0.012</td>
</tr>
<tr>
<td align="left" valign="middle">500&#x2013;1,000&#x202F;mg</td>
<td align="center" valign="top">8.73&#x202F;&#x00B1;&#x202F;6.83</td>
<td align="center" valign="top">3.00&#x202F;&#x00B1;&#x202F;3.05</td>
<td align="center" valign="top">26.37&#x202F;&#x00B1;&#x202F;3.52</td>
</tr>
<tr>
<td align="left" valign="middle">&#x003E;1,000&#x202F;mg</td>
<td align="center" valign="top">11.03&#x202F;&#x00B1;&#x202F;7.38</td>
<td align="center" valign="top">3.83&#x202F;&#x00B1;&#x202F;3.59</td>
<td align="center" valign="top">25.30&#x202F;&#x00B1;&#x202F;4.40</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>GDS, Geriatric Depression Scale score; MOCA, Montreal Cognitive Assessment Scale score; UPDRS II, Unified Parkinson&#x2019;s Disease Rating Scale Part II score; LEDD2, second year follow-up Levodopa Equivalent Daily Dose.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec13">
<label>3.2</label>
<title>Correlates of depression, ADL and cognitive function</title>
<p><xref ref-type="table" rid="tab5">Table 5</xref> presents the mean and standard deviation of the scores for depression, cognitive function, and ADL at baseline and at two-year follow-up assessments. It also showed the interrelationships among these variables via correlation coefficients. The Pearson correlation analysis indicated that depression was positively correlated with ADL (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01), while both depression and ADL were negatively associated with cognitive function (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01).</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Correlation analysis among variables.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top">1</th>
<th align="center" valign="top">2</th>
<th align="center" valign="top">3</th>
<th align="center" valign="top">4</th>
<th align="center" valign="top">5</th>
<th align="center" valign="top">6</th>
<th align="center" valign="top">7</th>
<th align="center" valign="top">8</th>
<th align="center" valign="top">9</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">GDS1</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">GDS2</td>
<td align="center" valign="middle">0.642<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">GDS3</td>
<td align="center" valign="middle">0.609<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.704<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">MOCA1</td>
<td align="center" valign="middle">&#x2212;0.124<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.141<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.185<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">MOCA2</td>
<td align="center" valign="middle">&#x2212;0.188<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.205<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.251<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.627<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">MOCA3</td>
<td align="center" valign="middle">&#x2212;0.180<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.234<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.283<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.609<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.790<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">UPDRSII1</td>
<td align="center" valign="middle">0.328<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.297<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.298<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.142<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.194<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.222<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">UPDRSII2</td>
<td align="center" valign="middle">0.299<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.365<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.349<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.183<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.254<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.310<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.682<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">UPDRSII3</td>
<td align="center" valign="middle">0.258<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.318<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.367<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.198<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.283<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">&#x2212;0.338<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.637<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">0.772<xref ref-type="table-fn" rid="tfn1"><sup>&#x002A;&#x002A;</sup></xref></td>
<td align="center" valign="middle">1</td>
</tr>
<tr>
<td align="left" valign="middle">Mean</td>
<td align="center" valign="middle">2.53</td>
<td align="center" valign="middle">2.70</td>
<td align="center" valign="middle">2.75</td>
<td align="center" valign="middle">26.59</td>
<td align="center" valign="middle">26.26</td>
<td align="center" valign="middle">26.37</td>
<td align="center" valign="middle">6.33</td>
<td align="center" valign="middle">7.68</td>
<td align="center" valign="middle">8.13</td>
</tr>
<tr>
<td align="left" valign="middle">SD</td>
<td align="center" valign="middle">2.72</td>
<td align="center" valign="middle">3.01</td>
<td align="center" valign="middle">2.91</td>
<td align="center" valign="middle">2.80</td>
<td align="center" valign="middle">3.32</td>
<td align="center" valign="middle">3.46</td>
<td align="center" valign="middle">4.62</td>
<td align="center" valign="middle">5.44</td>
<td align="center" valign="middle">6.12</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>GDS, the Geriatric Depression Scale score; MOCA, Montreal Cognitive Assessment Scale score; UPDRS II, Unified Parkinson&#x2019;s Disease Rating Scale Part II score.</p>
<fn id="tfn1">
<label>&#x002A;&#x002A;</label>
<p>
<italic>p&#x202F;&#x003C;&#x202F;0.01.</italic>
</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec14">
<label>3.3</label>
<title>Longitudinal mediation analysis of cognitive function in the relationship between depression and ADL in patients with PD</title>
<p>To evaluate the longitudinal mediating role of cognitive function in the relationship between depression and ADL, we constructed the CLPM incorporating three time points. This model adjusted for factors including age, gender, education, race, family history, and disease duration and LEDD in PD patients, positioning depression as the independent variable, cognitive function as the mediator, and ADL as the dependent variable. After stepwise removal of non-significant paths, the final results are shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>. Model fit indices were favorable, with <italic>&#x03C7;</italic><sup>2</sup>/df&#x202F;=&#x202F;3.10, CFI&#x202F;=&#x202F;0.979, TLI&#x202F;=&#x202F;0.946, RMSEA&#x202F;=&#x202F;0.049, and SRMR&#x202F;=&#x202F;0.045. T1 depression significantly predicted T2 ADL (<italic>&#x03B2;</italic> =&#x202F;0.079, <italic>p</italic> &#x003C;&#x202F;0.01), T1 ADL significantly predicted T2 depression (<italic>&#x03B2;</italic> =&#x202F;0.069, <italic>p</italic> &#x003C;&#x202F;0.05), which can indicate that, depression and ADL are causative of each other, and they can predict each other. T1 depression significantly predicted T2 cognitive function (<italic>&#x03B2;</italic> =&#x202F;&#x2212;0.082, <italic>p</italic> &#x003C;&#x202F;0.01), T2 cognitive function significantly predicted T3 ADL (<italic>&#x03B2;</italic> =&#x202F;&#x2212;0.077, <italic>p</italic> &#x003C;&#x202F;0.01). The results of Bootstrap analysis showed a significant mediating effect of T2 cognitive function (<italic>&#x03B2;</italic> =&#x202F;0.006, <italic>p</italic> =&#x202F;0.074, 95%CI&#x202F;=&#x202F;0.001&#x202F;~&#x202F;0.014) in prediction of T1 depression on T3 ADL. T1 ADL significantly predicted T2 cognitive function (<italic>&#x03B2;</italic> =&#x202F;&#x2212;0.077, <italic>p</italic> &#x003C;&#x202F;0.01), T2 cognitive function significantly predicted T3 depression (<italic>&#x03B2;</italic> =&#x202F;&#x2212;0.080, <italic>p</italic> &#x003C;&#x202F;0.05). The results of Bootstrap analyses showed a significant mediating effect of T2 cognitive function (<italic>&#x03B2;</italic> =&#x202F;0.006, <italic>p</italic> =&#x202F;0.067, 95%CI&#x202F;=&#x202F;0.001&#x202F;~&#x202F;0.013) in prediction of T1 ADL on T3 depression.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Cross-lagged panel model of depression, cognitive function, and ADL. &#x002A;<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05, &#x002A;&#x002A;<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01, &#x002A;&#x002A;&#x002A;<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001, ADL, Activities of daily living; CF, Cognitive Function; DEP: Depression; T1, Baseline; T2, First year follow-up; T3, Second year follow-up.</p>
</caption>
<graphic xlink:href="fnagi-17-1513373-g002.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec15">
<label>4</label>
<title>Discussion</title>
<p>This study utilized a longitudinal research design and focused on the relationship between depression, cognitive function, and ADL in patients with PD, with special attention to the mediating role of cognitive function. We confirmed a bidirectional relationship between depression and ADL in PD patients. Mediation analysis showed that cognitive function mediated the bidirectional relationship between depression and ADL in PD patients.</p>
<p>The present study provided evidence for a bidirectional relationship between depression and ADL in PD patients, which complements studies showing that PD patients&#x2019; ADL predicted subsequent depression (<xref ref-type="bibr" rid="ref47">Xu et al., 2015</xref>; <xref ref-type="bibr" rid="ref3">Antar et al., 2021</xref>) and that PD patients&#x2019; depression predicted subsequent ADL (<xref ref-type="bibr" rid="ref33">Randver, 2018</xref>; <xref ref-type="bibr" rid="ref21">Jin et al., 2020</xref>). Elderly people with limited ADL are in great need of help and care from others, their QOL is lower than before, they have fewer opportunities for social support, and they have difficulty in regulating their negative emotions in a timely manner. In turn depression can lead to fatigue, decreased energy levels and disrupted sleep patterns, further hindering the ability to perform basic daily tasks and affecting ADL (<xref ref-type="bibr" rid="ref31">Pearson et al., 2023</xref>). It is that although the results of a recent longitudinal study showed that ADL in PD patients can influence the progression of depression, the reverse pathway could not confirm that depression in PD patients influences ADL (<xref ref-type="bibr" rid="ref44">Wang et al., 2024</xref>), which is contradictory to the results of our findings, and the reason for this analysis may be due to the relatively large sample size of our study as well as the fact that we adjusted for a number of factors such as age and LEDD. In comparison with the study by <xref ref-type="bibr" rid="ref41">Sperens et al. (2020)</xref>, our study only found that baseline depression predicted ADL, which may have been related to the fact that the patients received treatment during the follow-up period and the shorter follow-up period of the current study.</p>
<p>Our study found that depression went on to affect ADL by affecting cognitive function. Depression predicted subsequent cognitive function in patients may be related to Locus coeruleus (LC). LC is considered to be the main noradrenergic nucleus in the CNS, and the accumulation of synaptic nuclear proteins in the LC leads to the loss and degeneration of LC neurons, which may result in reduced innervation of LC target nuclei and reduced levels of NE in several regions of the brain in patients with PD, leading to the onset of depression, which further reduces responsiveness to sensory inputs and impairs cognitive flexibility and vigilant attention (<xref ref-type="bibr" rid="ref50">Zarow et al., 2003</xref>; <xref ref-type="bibr" rid="ref30">Paredes-Rodriguez et al., 2020</xref>). Cognitive function in PD patients predicted subsequent ADL. The likely reason for this is that cognitive decline not only impairs older adults in areas such as memory and processing speed, but also reduces their sense of self-efficacy, which ultimately affects ADL (<xref ref-type="bibr" rid="ref42">Sun et al., 2024</xref>). Therefore, depressive symptoms in older adults reduce mental flexibility and their ability to consolidate and retrieve memories, thus affecting overall cognitive function (<xref ref-type="bibr" rid="ref49">Yatawara et al., 2016</xref>), which in turn can lead to reduced memory, difficulty in decision making, and impaired executive function can affect the patient&#x2019;s independence and ability to perform daily tasks, thus affecting ADL. Additionally, depression in PD patients can affect cognitive function by affecting their non-motor symptoms of apathy, and when their cognitive function declines, it can also affect ADL by affecting apathy (<xref ref-type="bibr" rid="ref43">Szymkowicz et al., 2022</xref>; <xref ref-type="bibr" rid="ref8">Cui et al., 2024</xref>). Therefore, apathy also plays a role in the relationship between depression, ADL, and cognitive function, and could be included in future studies to examine apathy.</p>
<p>Furthermore, our study found that ADL went on to affect depression by influencing cognitive function in patients with PD. ADL predicted subsequent cognitive function, the reason for this may be that people with PD have limited ADL, and this physical helplessness increases the risk of cognitive deficits. Cognitive function in PD patients predicted subsequent depression. Interpretation of PD in terms of its neuropathologic features, especially the deterioration of the striatum, loss of dopamine and disruption of the cortico-striatal pathway, may first affect cognitive function and then increase anxiety and depression (<xref ref-type="bibr" rid="ref46">Weintraub et al., 2005</xref>), these brain regions are affected in PD and play an important role in cognitive function as well as in emotion regulation and motivation (<xref ref-type="bibr" rid="ref24">Lago et al., 2017</xref>). Cognitive function can mediate the interpretation of the effects of ADL on depression is complex. Elderly people&#x2019;s body functions are affected by ageing, which inevitably leads to a decline in ADL levels, further leading to further cognitive impairment, and they have difficulty in dealing with a variety of situations in daily life, such as memorizing, learning, and problem solving, which can increase frustration and helplessness, thus aggravating depression (<xref ref-type="bibr" rid="ref14">Hammar et al., 2022</xref>). Additionally, difficulties with ADL in PD patients lead to higher levels of stigma, a decrease in their social engagement interactions, which are an important way of obtaining information and social support, which in turn leads to cognitive dysfunction with lower executive function, exacerbating the development of depressive (<xref ref-type="bibr" rid="ref12">Eccles et al., 2023</xref>; <xref ref-type="bibr" rid="ref51">Zhang and Yang, 2024</xref>).</p>
<p>Since there is a bidirectional relationship between depression and ADL in PD patients, both the individual&#x2019;s ADL and depression may be addressed in PD patients. Clinicians can follow up with PD patients on a regular basis, distribute depression scales for testing, and conduct psychological counseling, relaxation training, and sleep interventions for patients with depressive symptoms, thus further reducing the burden of disabling illnesses brought about by depression. When a decline in ADL has occurred, PD patients should be helped to cope positively to avoid exacerbating depressive symptoms. Given that cognitive function mediates the bidirectional relationship between depression and ADL in PD patients, special attention should be paid to improving cognitive function in PD patients. In addition to administering conventional pharmacological treatments, mainly cholinesterase inhibitors such as carbapenems and doxorubicin that have been shown to be useful in clinical practice (<xref ref-type="bibr" rid="ref34">Rolinski et al., 2012</xref>; <xref ref-type="bibr" rid="ref40">Seppi et al., 2019</xref>), clinicians can also inform patients that they can engage in appropriate physical exercise and cognitive training, which may have a beneficial effect on cognitive function in patients with PD (<xref ref-type="bibr" rid="ref45">Weintraub et al., 2022</xref>).</p>
<p>PD patients in this study were predominantly white, older, and more educated, which is related to the criteria PPMI chose for inclusion of PD patients, and there is now recent research that suggests that ethnic minority groups such as Latinos or Hispanics have more severe non-motor symptoms such as depression and cognitive deficits compared to whites, which may have a greater impact on ADL (<xref ref-type="bibr" rid="ref11">Duarte Folle et al., 2023</xref>), which may be due to their low economic income, are less likely to visit an outpatient neurologist, and do not receive timely treatment, leading to the increasing severity of these non-motor symptoms (<xref ref-type="bibr" rid="ref36">Saadi et al., 2017</xref>). Therefore, future studies could examine the relationship between depression, ADL and cognitive function in PD patients of different races.</p>
<p>The findings of this study offer theoretical and practical insights into mitigating the negative cycle of depression and ADL in PD patients. In theory, the model explains the correlation mechanism between depression, ADL, and cognitive function, which lays the foundation for the next step of the study. In practice, the results have guiding significance for improving the vicious cycle of depression and ADL in PD patients, and intervention on cognitive function might be an appropriate choice to alleviate the vicious cycle of depression and ADL in PD patients.</p>
<p>Despite its strengths, the study has several limitations. Primarily, the study population was predominantly white, with most participants hailing from North America and Europe, which may limit the generalizability of the findings, given the global diversity represented in the PPMI database (<xref ref-type="bibr" rid="ref11">Duarte Folle et al., 2023</xref>). In the future, we can study the relationship between depression, cognitive function, and ADL in PD patients of other races. Although our study adjusted for factors such as age, LEDD, etc. However, the use of antidepressants in patients with PD was not taken into account, as well as the possible influence of other non-motor symptoms such as apathy, which could be further included for analysis in the future. Finally, our study was selected as a longitudinal study with data from baseline and two-year follow-up, and although three time points were required to set up to satisfy the CLPM, more in-depth studies could be considered in the future by increasing the number of follow-up and the duration of the study (<xref ref-type="bibr" rid="ref6">Cole and Maxwell, 2003</xref>; <xref ref-type="bibr" rid="ref26">Little, 2024</xref>).</p>
</sec>
<sec sec-type="conclusions" id="sec16">
<label>5</label>
<title>Conclusion</title>
<p>Individuals with PD exhibit a reciprocal relationship between depression and ADL, with cognitive function serving as a mediator. Given the interdependence of these variables, interventions aimed at improving cognitive function could potentially lessen the vicious cycle of depression and ADL in PD, thus improving patient the QOL. Additionally, it is essential to explore other potential pathways between ADL and depression to significantly improve the QOL in PD patients.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec17">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="sec18">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the local Central Institutional Review Board. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants&#x2019; legal guardians/next of kin in accordance with the national legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="sec19">
<title>Author contributions</title>
<p>YX: Conceptualization, Investigation, Methodology, Validation, Writing &#x2013; original draft, DC: Formal analysis, Visualization, Writing &#x2013; original draft. MD: Data curation, Writing &#x2013; review &#x0026; editing. YZ: Writing &#x2013; review &#x0026; editing. HY: Project administration, Writing &#x2013; review &#x0026; editing. YH: Project administration, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec20">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the Special Research Project for High Quality Development of the Great Health Industry in Shanxi Province Key Project (Number: DJKZXKT2023058), and the National Natural Science Foundation of China (Number: 82273742). PPMI&#x2014;a public-private partenership&#x2014;was funded by the Michael J. Fox Foundation for Parkinson&#x2019;s Research and funding partners, including 4D Pharma, Abbvie, AcureX, Allergan, Amathus Therapeutics, Aligning Science Across Parkinson&#x2019;s, AskBio, Avid Radiopharmaceuticals, BIAL, Biogen, Biohaven, BioLegend, BlueRock Therapeutics, Bristol-Myers Squibb, Calibo Labs, Celgene, Cerevel Therapeutics, Coave Therapeutics, DaCapo Brainscience, Denali, Edmond J. Safra Foundation, Eli Lily, Gain Therapeutics, GE HealthCare, Genentech, GSK, Golub Capital, Handl Therapeutics, Insitro, Janssen Neuroscience, Lundbeck, Merck, Meso Scale Discovery, Mission Therapeutics, Neurocrine Biosciences, Pfizer, Piramal, Prevail Therapeutics, Roche, Sanofi, Servier, Sun Pharma Advanced Research Company, Takeda, Teva, UCB, Vanqua Bio, Verily, Voyager Therapeutics, the Waston Family Foundation and Yumanity Therapeutics.</p>
</sec>
<sec sec-type="COI-statement" id="sec21">
<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="sec22">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec23">
<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="https://www.ppmi-info.org/access-data-specimens/download-data" ext-link-type="uri">https://www.ppmi-info.org/access-data-specimens/download-data</ext-link></p></fn>
</fn-group>
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