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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2021.679092</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Retinal Diseases and Parkinson Disease: A Population-Based Study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Po-Chih</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="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/948751/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chung</surname> <given-names>Chen-Chih</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="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Cheng</surname> <given-names>Yun-Yung</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1358257/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Wan-Ting</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Hong</surname> <given-names>Chien-Tai</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="http://loop.frontiersin.org/people/472171/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Chan</surname> <given-names>Lung</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/483912/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Chien</surname> <given-names>Li-Nien</given-names></name>
<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="c002"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x2020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/342517/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neurology, Shuang-Ho Hospital, Taipei Medical University</institution>, <addr-line>New Taipei City</addr-line>, <country>Taiwan</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Neurology, School of Medicine, College of Medicine, Taipei Medical University</institution>, <addr-line>Taipei City</addr-line>, <country>Taiwan</country></aff>
<aff id="aff3"><sup>3</sup><institution>Graduate Institute of Biomedical Informatics, Taipei Medical University</institution>, <addr-line>Taipei City</addr-line>, <country>Taiwan</country></aff>
<aff id="aff4"><sup>4</sup><institution>School of Health Care Administration, College of Management, Taipei Medical University</institution>, <addr-line>Taipei City</addr-line>, <country>Taiwan</country></aff>
<aff id="aff5"><sup>5</sup><institution>Health and Clinical Research Data Center, Office of Data, Taipei Medical University</institution>, <addr-line>Taipei City</addr-line>, <country>Taiwan</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Yuyi You, Macquarie University, Australia</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Petr A. Slominsky, National Research Center &#x201C;Kurchatov Institute,&#x201D; Russia; M. Heather West Greenlee, Iowa State University, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Lung Chan, <email>cjustinmd@gmail.com</email></corresp>
<corresp id="c002">Li-Nien Chien, <email>lnchien@tmu.edu.tw</email></corresp>
<fn fn-type="other" id="fn002"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
<fn fn-type="other" id="fn004"><p>This article was submitted to Neurodegeneration, a section of the journal Frontiers in Neuroscience</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>08</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>15</volume>
<elocation-id>679092</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>03</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>07</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Chen, Chung, Cheng, Chen, Hong, Chan and Chien.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Chen, Chung, Cheng, Chen, Hong, Chan and Chien</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec><title>Introduction</title><p>Patients with Parkinson disease (PD) tend to have ophthalmic symptoms. Retinal diseases are associated with central nervous system diseases, especially neurodegenerative diseases. Here, we investigated the association of retinal diseases with PD, especially the temporal relationship before and after PD diagnosis.</p></sec>
<sec><title>Methods</title><p>Data were obtained from the National Health Insurance Research Database of Taiwan. In total, 21,845 patients with newly diagnosed PD were matched with four controls each on the basis of propensity score. This study was bidirectional. A case&#x2013;control study evaluated the adjusted odds ratio (aOR) of retinal disease before PD diagnosis by using conditional logistic regression. Furthermore, a cohort study evaluated the adjusted subdistribution hazard ratio (aSHR) for new-onset retinal and optic nerve diseases after PD diagnosis by using competing risk analysis. The association between PD with optic nerve diseases and glaucoma (another common ophthalmic diseases with the consequence of retinal dysfunction) were also analyzed as reference.</p></sec>
<sec><title>Results</title><p>In the case&#x2013;control study, PD was found to be significantly comorbid with recent and remote retinal disease [recent: &#x2264; 5 years, aOR: 1.12, 95% confidence interval (CI): 1.03&#x2013;1.23; remote: &#x003E; 5 years, aOR: 1.18, 95% CI: 1.04&#x2013;1.34]. No similar association was identified between optic nerve disease or glaucoma with PD. In the cohort study, patients with PD were found to have a low risk of retinal disease in short-term (&#x2264; 5 years, aSHR: 0.81, 95% CI: 0.71&#x2013;0.93) and long-term (&#x003E; 5 years, aSHR: 0.82, 95% CI: 0.72&#x2013;0.93) follow-up.</p></sec>
<sec><title>Conclusion</title><p>The study findings demonstrated that patients with prediagnostic PD were at greater risk of retinal disease than non-PD participants, but the risk reversed afterward. Thus, retinal disease may be a premotor manifestation of PD, and there may be some possible effect of dopamine supplements on retina.</p></sec>
</abstract>
<kwd-group>
<kwd>retina</kwd>
<kwd>Parkinson&#x2019;s disease</kwd>
<kwd>population-based</kwd>
<kwd>cohort study</kwd>
<kwd>dopamine</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="27"/>
<page-count count="7"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1">
<title>Introduction</title>
<p>Parkinson disease (PD) is the second most common neurodegenerative disease worldwide, with an estimated incidence of 15&#x2013;328 per 100,000 individuals and prevalence of 15&#x2013;12,500 per 100,000 individuals. The disease prevalence has been increasing over time, affecting roughly 2.5 million patients in 1990 and 6.1 million patients (5.0&#x2013;7.3) in 2016 (<xref ref-type="bibr" rid="B8">GBD 2016 Parkinson&#x2019;s Disease Collaborators, 2018</xref>). Among PD risk factors, age is the most important and un-modified. With progress in the domains of public health and medicine as well as increased life expectancy (<xref ref-type="bibr" rid="B4">Christensen et al., 2009</xref>) among the general population, the number of patients with PD will likely continue to increase in the future.</p>
<p>Motor symptoms in PD are characteristic and include resting tremor, bradykinesia, postural instability, and freezing phenomenon. Non-motor symptoms at various stages of PD include ophthalmologic symptoms and disorders (<xref ref-type="bibr" rid="B3">Borm et al., 2020</xref>), mood disorders and affective apathy, anhedonia and depression, cognitive dysfunction, complex behavioral disorders, and hallucinations (<xref ref-type="bibr" rid="B19">Poewe, 2008</xref>).</p>
<p>Despite advances in technology and modern medicine, the actual mechanism of PD remains obscure. The disease is characterized by dopaminergic neuron depletion and abnormal intracellular &#x03B1;-synuclein aggregation in Lewy bodies. Both environmental (<xref ref-type="bibr" rid="B11">Klingelhoefer and Reichmann, 2015</xref>) and genetic factors (<xref ref-type="bibr" rid="B12">Koros et al., 2017</xref>), such as neuroinflammation, mitochondrial dysfunction (<xref ref-type="bibr" rid="B20">Rocha et al., 2018</xref>), and characteristics of the brain&#x2013;gut axis, appear to be associated with PD pathogenesis, although none of them can explain the disease phenomenon completely.</p>
<p>Dopaminergic neuron depletion, associated with the shortage of dopamine up to approximately 70%, results in the manifestation of clinical motor symptoms of PD (<xref ref-type="bibr" rid="B6">Engelender and Isacson, 2017</xref>). Dopamine is a neurotransmitter with key roles in not only the central nervous system (CNS) but also the gastrointestinal system (<xref ref-type="bibr" rid="B9">Glavin and Szabo, 1990</xref>), immune response mediation (<xref ref-type="bibr" rid="B15">Matt and Gaskill, 2020</xref>), light adaptation (<xref ref-type="bibr" rid="B7">Flood et al., 2018</xref>), and eye growth (<xref ref-type="bibr" rid="B22">Stone et al., 1989</xref>).</p>
<p>Visual disturbances are prominent at all PD stages (<xref ref-type="bibr" rid="B21">Satue et al., 2017</xref>), with up to 82% of patients reporting dry eyes, blepharitis, double vision, or visual hallucination (<xref ref-type="bibr" rid="B3">Borm et al., 2020</xref>). The shortage and depletion of dopamine have been associated with the retinal degeneration and denervation of the visual cortex or adjacent regions in animal studies and clinical studies involving patients with PD (<xref ref-type="bibr" rid="B18">Phillipson et al., 1987</xref>; <xref ref-type="bibr" rid="B24">Weil et al., 2016</xref>). In an animal study, dopaminergic treatment preserved visual function (<xref ref-type="bibr" rid="B16">Pardue and Allen, 2018</xref>). However, levodopa and dopamine agonists used in the treatment of PD are associated with ocular and visual adverse effects (<xref ref-type="bibr" rid="B2">Armstrong, 2017</xref>; <xref ref-type="bibr" rid="B5">Daggumilli et al., 2019</xref>).</p>
<p>Given the high prevalence of ophthalmologic symptoms in patients with PD (<xref ref-type="bibr" rid="B21">Satue et al., 2017</xref>) and the possible role of dopamine in retinal functions, we investigated the association of retinal diseases with PD. To test the role of dopamine as a premotor PD biomarker and avoid the possible bias introduced by dopaminergic medications, we conducted case&#x2013;control and cohort studies using patient data from the National Health Insurance Research Database (NHIRD). The bidirectional approach helped assess the risk of newly diagnosed retinal disease before and after PD diagnosis. To minimize the potential of identifying retinal diseases secondary to glaucoma or optic nerve disease, a prevalent disease in the elderly population, we analyzed the risk of glaucoma and optic nerve diseases in parallel for the purpose of comparison (<xref ref-type="bibr" rid="B25">Weinreb et al., 2014</xref>).</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Data Source</title>
<p>Patient data were obtained from the NHIRD, which is maintained by the National Health Insurance (NHI) Administration (NHIA) of Taiwan. The NHIRD is a nationwide claims-based database of those insured under the NHI program, which is a compulsory insurance program that has been providing coverage for most of the health care services in Taiwan and almost 30,000 prescription medications since 1995. In this study, we used data collected between 2000 and 2017, and data collected after 2000 were used because electronic claims data were incomplete during the initial phases of NHI implementation. The NHIRD includes information on disease diagnoses [coded according to the <italic>International Classification of Diseases, Ninth Revision, Clinical Modification</italic> (ICD-9-CM) before 2016 and according to ICD-10 thereafter], treatment procedures, service dates, prescribed medications (classified according to the Anatomical Therapeutic Chemical Classification System for Medications), reimbursement amounts, patient demographic information, and patient- and provider-encrypted identifiers. To verify the accuracy of diagnoses and treatment rationales, the NHIA routinely samples a portion of the NHI claims and penalizes hospitals and clinics if they determine unnecessary medical treatment has been provided.</p>
</sec>
<sec id="S2.SS3">
<title>Study Population</title>
<p>Patients with newly diagnosed PD were defined as those who had at least two diagnostic claims (ICD-9-CM: 332.0) and prescription claims for dopaminergic agents between 2004 and 2013. It had been validated that the diagnostic accuracy of this inclusion criteria was 94.8% (<xref ref-type="bibr" rid="B13">Lee et al., 2013</xref>). The index date of PD was defined as the date of first PD diagnosis, hereafter referred to as the index PD. Patients aged &#x003C; 45 years or who had a history of stroke or prior treatment with an antipsychotic drug before the index PD were excluded to avoid the possibility of misclassification of secondary parkinsonism. In addition, patients with a history of thyroid disease were excluded, as thyroid dysfunction (ICD-9-CM: 240&#x2013;246) may be directly associated with ophthalmic diseases. The same exclusion criteria were used for control participants.</p>
</sec>
<sec id="S2.SS4">
<title>Propensity Score Matching</title>
<p>Matching aims to reduce potential selection bias in observational studies. Propensity score (PS) matching (PSM) is frequently used to control for confounding factors that inevitably occur in studies investigating the effect of exposures on an outcome. In PSM, study and control groups sharing similar propensity scores are matched. The weighted value reveals the risk of a participant for the outcome of interest according to underlying characteristics that predispose them to that outcome irrespective of the exposure of interest. In this study, the PS was measured on the basis of hypertension (HTN, ICD-9-CM: 401&#x2013;405), diabetes mellitus (DM, ICD-9-CM: 250), hyperlipidemia (ICD-9-CM: 272), chronic heart failure (CHF, ICD-9-CM: 428), coronary artery disease (CAD, ICD-9-CM: 410&#x2013;414), chronic lung disease (ICD-9-CM: 415&#x2013;417, 490&#x2013;496, and 500&#x2013;508), renal disease (ICD-9-CM: 580&#x2013;589), and inflammatory diseases (ICD-9-CM: 710, 714). The selection of these factors was based on their association with retinal and optic nerve diseases. Control participants without PD were assigned an index date of pseudo-PD diagnosis corresponding to the index PD of their matched patients. Each patient with PD was matched with four control participants without PD based on age, sex, pseudo diagnostic year, and the PS using a caliper with a width of 0.1; consequently, the two cohorts had similar baseline characteristics but differed in PD diagnosis.</p>
</sec>
<sec id="S2.SS5">
<title>Main Outcome</title>
<p>Both patients with PD and control participants were tracked or followed up for their risk of retinal and optic nerve diseases according to the study design. Patients with retinal diseases (ICD-9-CM: 361&#x2013;363 except 363.4&#x2013;363.7) were defined as those who first had at least two diagnostic claims corresponding with the fundus examination. In the cohort study, retinal disease risk was measured after the index PD or pseudo-PD diagnosis. Hereditary retinal disease (ICD-9-CM: 362.7) were excluded. Optic nerve disease was defined as the presence of two disease diagnostic claim (ICD-9-CM: 377) and traumatic optic nerve disease (ICD-9-CM:377.3) was excluded. Glaucoma was defined as the presence of disease diagnosis (ICD-9-CM:365) and medication treatment. The detailed disease diagnostic codes are presented in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table 1</xref>. The selection process is presented in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Flowchart of patient selection.</p></caption>
<graphic xlink:href="fnins-15-679092-g001.tif"/>
</fig>
</sec>
<sec id="S2.SS6">
<title>Statistical Analysis</title>
<p>Baseline characteristics were analyzed using the standardized mean difference (SMD). An SMD of &#x003E; 0.1 indicated non-negligible differences between the groups. The case&#x2013;control study evaluated the adjusted odds ratio (aOR) of retinal disease before PD diagnosis by using conditional logistic regression, and the cohort study evaluated the adjusted subdistribution hazard ratio (aSHR) of new-onset retinal and optic nerve diseases after PD diagnosis by using competing risk analysis. Competing risk model analyses were applied to estimate the absolute relative retinal disease risks because the participants had a high mortality risk. The follow-up period for each patient ranged from the index PD or pseudo-PD diagnosis to the date of retinal and optic nerve disease diagnosis, death, or the end of the observation period (December 31, 2017). All analyses were performed using SAS/STAT version 9.4 (SAS Institute Inc., Cary, NC, United States) and STATA 14 (Stata Corp., LP, College Station, TX, United States). A <italic>p-</italic>value of &#x003C; 0.05 was considered significant.</p>
</sec>
</sec>
<sec id="S3">
<title>Results</title>
<p><xref ref-type="fig" rid="F1">Figure 1</xref> is the flow chart detailing the selection of patients with PD. Overall, 21,845 patients with newly diagnosed PD and 87,380 non-PD PS-matched control participants for comparison were included. No differences were present in age or sex between the groups (<xref ref-type="table" rid="T1">Table 1</xref>). Comorbidities, including DM, hyperlipidemia, CHF, CAD, chronic lung disease, renal disease, and inflammatory diseases, were well-matched between the PD and non-PD control groups.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Baseline characteristics of participants with PD versus non-PD before and after PSM.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center" colspan="5">Before matching<hr/></td>
<td valign="top" align="center" colspan="5">After matching<hr/></td>
</tr>
<tr>
<td/>
<td valign="top" align="center" colspan="2">Non-PD<hr/></td>
<td valign="top" align="center" colspan="2">PD<hr/></td>
<td valign="top" align="center">SMD</td>
<td valign="top" align="center" colspan="2">Non-PD<hr/></td>
<td valign="top" align="center" colspan="2">PD<hr/></td>
<td valign="top" align="center">SMD</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">n</td>
<td valign="top" align="center">(%)</td>
<td valign="top" align="center">n</td>
<td valign="top" align="center">(%)</td>
<td/>
<td valign="top" align="center">n</td>
<td valign="top" align="center">(%)</td>
<td valign="top" align="center">n</td>
<td valign="top" align="center">(%)</td>
<td valign="top" align="center"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Sample size</td>
<td valign="top" align="center">3,436,889</td>
<td/>
<td valign="top" align="center">22,217</td>
<td/>
<td/>
<td valign="top" align="center">87,380</td>
<td/>
<td valign="top" align="center">21,845</td>
<td/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">1,917,573</td>
<td valign="top" align="center">(55.8)</td>
<td valign="top" align="center">13,139</td>
<td valign="top" align="center">(59.1)</td>
<td valign="top" align="center">0.068</td>
<td valign="top" align="center">51,712</td>
<td valign="top" align="center">(59.2)</td>
<td valign="top" align="center">12,928</td>
<td valign="top" align="center">(59.2)</td>
<td valign="top" align="center">&#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Age, years</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Mean (SD)</td>
<td valign="top" align="center">57.67</td>
<td valign="top" align="center">(10.44)</td>
<td valign="top" align="center">72.05</td>
<td valign="top" align="center">(9.89)</td>
<td valign="top" align="center">1.414</td>
<td valign="top" align="center">71.89</td>
<td valign="top" align="center">(9.82)</td>
<td valign="top" align="center">71.89</td>
<td valign="top" align="center">(9.82)</td>
<td valign="top" align="center">&#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left">45&#x2013;64</td>
<td valign="top" align="center">2,639,180</td>
<td valign="top" align="center">(76.8)</td>
<td valign="top" align="center">4,857</td>
<td valign="top" align="center">(21.9)</td>
<td valign="top" align="center">1.315</td>
<td valign="top" align="center">19,386</td>
<td valign="top" align="center">(22.2)</td>
<td valign="top" align="center">4,847</td>
<td valign="top" align="center">(22.2)</td>
<td valign="top" align="center">&#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left">65+</td>
<td valign="top" align="center">797,709</td>
<td valign="top" align="center">(23.2)</td>
<td valign="top" align="center">17,360</td>
<td valign="top" align="center">(78.1)</td>
<td valign="top" align="center">1.315</td>
<td valign="top" align="center">67,994</td>
<td valign="top" align="center">(77.8)</td>
<td valign="top" align="center">16,998</td>
<td valign="top" align="center">(77.8)</td>
<td valign="top" align="center">&#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Year of diagnosis</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">2004&#x2013;2005</td>
<td valign="top" align="center">651,760</td>
<td valign="top" align="center">(19.0)</td>
<td valign="top" align="center">4,306</td>
<td valign="top" align="center">(19.4)</td>
<td valign="top" align="center">0.011</td>
<td valign="top" align="center">16,936</td>
<td valign="top" align="center">(19.4)</td>
<td valign="top" align="center">4,234</td>
<td valign="top" align="center">(19.4)</td>
<td valign="top" align="center">&#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left">2006&#x2013;2007</td>
<td valign="top" align="center">698,620</td>
<td valign="top" align="center">(20.3)</td>
<td valign="top" align="center">4,558</td>
<td valign="top" align="center">(20.5)</td>
<td valign="top" align="center">0.005</td>
<td valign="top" align="center">17,884</td>
<td valign="top" align="center">(20.5)</td>
<td valign="top" align="center">4,471</td>
<td valign="top" align="center">(20.5)</td>
<td valign="top" align="center">&#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left">2008&#x2013;2009</td>
<td valign="top" align="center">698,440</td>
<td valign="top" align="center">(20.3)</td>
<td valign="top" align="center">4,474</td>
<td valign="top" align="center">(20.1)</td>
<td valign="top" align="center">0.005</td>
<td valign="top" align="center">17,568</td>
<td valign="top" align="center">(20.1)</td>
<td valign="top" align="center">4,392</td>
<td valign="top" align="center">(20.1)</td>
<td valign="top" align="center">&#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left">2010&#x2013;2011</td>
<td valign="top" align="center">693,020</td>
<td valign="top" align="center">(20.2)</td>
<td valign="top" align="center">4,470</td>
<td valign="top" align="center">(20.1)</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">17,620</td>
<td valign="top" align="center">(20.2)</td>
<td valign="top" align="center">4,405</td>
<td valign="top" align="center">(20.2)</td>
<td valign="top" align="center">&#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left">2012&#x2013;2013</td>
<td valign="top" align="center">695,049</td>
<td valign="top" align="center">(20.2)</td>
<td valign="top" align="center">4,409</td>
<td valign="top" align="center">(19.8)</td>
<td valign="top" align="center">0.009</td>
<td valign="top" align="center">17,372</td>
<td valign="top" align="center">(19.9)</td>
<td valign="top" align="center">4,343</td>
<td valign="top" align="center">(19.9)</td>
<td valign="top" align="center">&#x003C; 0.001</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Comorbidities</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">HTN</td>
<td valign="top" align="center">732,817</td>
<td valign="top" align="center">(21.3)</td>
<td valign="top" align="center">11,127</td>
<td valign="top" align="center">(50.1)</td>
<td valign="top" align="center">0.629</td>
<td valign="top" align="center">46,891</td>
<td valign="top" align="center">(53.7)</td>
<td valign="top" align="center">10,796</td>
<td valign="top" align="center">(49.4)</td>
<td valign="top" align="center">0.085</td>
</tr>
<tr>
<td valign="top" align="left">DM</td>
<td valign="top" align="center">332,270</td>
<td valign="top" align="center">(9.7)</td>
<td valign="top" align="center">4,687</td>
<td valign="top" align="center">(21.1)</td>
<td valign="top" align="center">0.321</td>
<td valign="top" align="center">17,404</td>
<td valign="top" align="center">(19.9)</td>
<td valign="top" align="center">4,552</td>
<td valign="top" align="center">(20.8)</td>
<td valign="top" align="center">0.023</td>
</tr>
<tr>
<td valign="top" align="left">Hyperlipidemia</td>
<td valign="top" align="center">353,140</td>
<td valign="top" align="center">(10.3)</td>
<td valign="top" align="center">4,036</td>
<td valign="top" align="center">(18.2)</td>
<td valign="top" align="center">0.227</td>
<td valign="top" align="center">13,730</td>
<td valign="top" align="center">(15.7)</td>
<td valign="top" align="center">3,950</td>
<td valign="top" align="center">(18.1)</td>
<td valign="top" align="center">0.063</td>
</tr>
<tr>
<td valign="top" align="left">CHF</td>
<td valign="top" align="center">32,781</td>
<td valign="top" align="center">(1.0)</td>
<td valign="top" align="center">898</td>
<td valign="top" align="center">(4.0)</td>
<td valign="top" align="center">0.199</td>
<td valign="top" align="center">3,427</td>
<td valign="top" align="center">(3.9)</td>
<td valign="top" align="center">819</td>
<td valign="top" align="center">(3.7)</td>
<td valign="top" align="center">0.009</td>
</tr>
<tr>
<td valign="top" align="left">CAD</td>
<td valign="top" align="center">179,610</td>
<td valign="top" align="center">(5.2)</td>
<td valign="top" align="center">3,902</td>
<td valign="top" align="center">(17.6)</td>
<td valign="top" align="center">0.396</td>
<td valign="top" align="center">14,913</td>
<td valign="top" align="center">(17.1)</td>
<td valign="top" align="center">3,713</td>
<td valign="top" align="center">(17.0)</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left">Chronic lung disease</td>
<td valign="top" align="center">145,698</td>
<td valign="top" align="center">(4.2)</td>
<td valign="top" align="center">2,682</td>
<td valign="top" align="center">(12.1)</td>
<td valign="top" align="center">0.289</td>
<td valign="top" align="center">10,953</td>
<td valign="top" align="center">(12.5)</td>
<td valign="top" align="center">2,520</td>
<td valign="top" align="center">(11.5)</td>
<td valign="top" align="center">0.031</td>
</tr>
<tr>
<td valign="top" align="left">Renal disease</td>
<td valign="top" align="center">51,413</td>
<td valign="top" align="center">(1.5)</td>
<td valign="top" align="center">1,107</td>
<td valign="top" align="center">(5.0)</td>
<td valign="top" align="center">0.198</td>
<td valign="top" align="center">3,893</td>
<td valign="top" align="center">(4.5)</td>
<td valign="top" align="center">1,038</td>
<td valign="top" align="center">(4.8)</td>
<td valign="top" align="center">0.014</td>
</tr>
<tr>
<td valign="top" align="left">Inflammatory disease</td>
<td valign="top" align="center">27,063</td>
<td valign="top" align="center">(0.8)</td>
<td valign="top" align="center">338</td>
<td valign="top" align="center">(1.5)</td>
<td valign="top" align="center">0.069</td>
<td valign="top" align="center">984</td>
<td valign="top" align="center">(1.1)</td>
<td valign="top" align="center">324</td>
<td valign="top" align="center">(1.5)</td>
<td valign="top" align="center">0.031</td>
</tr>
<tr>
<td valign="top" align="left">Statin prescription</td>
<td valign="top" align="center">59,571</td>
<td valign="top" align="center">(4.6)</td>
<td valign="top" align="center">2,108</td>
<td valign="top" align="center">(9.5)</td>
<td valign="top" align="center">0.190</td>
<td valign="top" align="center">7,577</td>
<td valign="top" align="center">(8.7)</td>
<td valign="top" align="center">2,057</td>
<td valign="top" align="center">(9.4)</td>
<td valign="top" align="center">0.026</td>
</tr>
<tr>
<td valign="top" align="left">Average clinic visits/year</td>
<td valign="top" align="center">10.32</td>
<td valign="top" align="center">(11.83)</td>
<td valign="top" align="center">23.65</td>
<td valign="top" align="center">(17.49)</td>
<td valign="top" align="center">0.893</td>
<td valign="top" align="center">21.86</td>
<td valign="top" align="center">(15.93)</td>
<td valign="top" align="center">22.79</td>
<td valign="top" align="center">(15.94)</td>
<td valign="top" align="center">0.058</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic><italic>Standardized mean difference (SMD) indicates the variable difference in means or proportions divided by standard error; imbalance defined as absolute value &#x003E; 0.1. PD, Parkinson disease; PSM, propensity score matching; HTN, hypertension; DM, diabetes mellitus; CHF, congestive heart failure; CAD, coronary heart disease.</italic></italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>The overall risk of retinal disease was significantly increased in the PD group (aOR: 1.14, 95% CI: 1.06&#x2013;1.23, <italic>p</italic> &#x003C; 0.001) compared with the non-PD group before PD diagnosis. The significantly increased risk was consistent following separation of the premotor stage into recent (&#x2264; 5 years; aOR: 1.12, 95% CI: 1.03&#x2013;1.23) and remote (&#x003E; 5 years; aOR: 1.18, 95% CI: 1.04&#x2013;1.34) periods. The increased risk was not evident in the diagnosis of optic nerve disease or glaucoma, other common ophthalmic diseases with the consequence of retinal disease, between the groups before PD diagnosis (<xref ref-type="table" rid="T2">Table 2</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Tables 2</xref>, <xref ref-type="supplementary-material" rid="SM1">3</xref>).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>The aOR of retinal disease, optic nerve disease and glaucoma among the study participants in the case&#x2013;control study.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">PD</td>
<td valign="top" align="center">Non-PD</td>
<td valign="top" align="center">aOR (95% CI)</td>
<td valign="top" align="center"><italic>p</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Participants</td>
<td valign="top" align="center">21,845</td>
<td valign="top" align="center">87,380</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><bold>Retinal disease, n (%)</bold></td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><italic>Overall</italic></td>
<td valign="top" align="center">972 (4.4)</td>
<td valign="top" align="center">3,428 (3.9)</td>
<td valign="top" align="center">1.14 (1.06&#x2013;1.23)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Recent (&#x2264;5 years)</td>
<td valign="top" align="center">654 (3.0)</td>
<td valign="top" align="center">2,344 (2.7)</td>
<td valign="top" align="center">1.12 (1.03&#x2013;1.23)</td>
<td valign="top" align="center">0.011</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Remote (&#x003E;5 years)</td>
<td valign="top" align="center">318 (1.5)</td>
<td valign="top" align="center">1,084 (1.2)</td>
<td valign="top" align="center">1.18 (1.04&#x2013;1.34)</td>
<td valign="top" align="center">0.011</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Optic Nerve disease, n (%)</bold></td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><italic>Overall</italic></td>
<td valign="top" align="center">86 (0.4)</td>
<td valign="top" align="center">275 (0.3)</td>
<td valign="top" align="center">1.25 (0.98&#x2013;1.60)</td>
<td valign="top" align="center">0.069</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Recent (&#x2264;5 years)</td>
<td valign="top" align="center">60 (0.3)</td>
<td valign="top" align="center">211 (0.2)</td>
<td valign="top" align="center">1.14 (0.85&#x2013;1.51)</td>
<td valign="top" align="center">0.379</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Remote (&#x003E;5 years)</td>
<td valign="top" align="center">26 (0.1)</td>
<td valign="top" align="center">64 (0.1)</td>
<td valign="top" align="center">1.63 (1.03&#x2013;2.58)</td>
<td valign="top" align="center">0.036</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Glaucoma, n (%)</bold></td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><italic>Overall</italic></td>
<td valign="top" align="center">1,363 (6.2)</td>
<td valign="top" align="center">5,157 (5.9)</td>
<td valign="top" align="center">1.06 (1.00&#x2013;1.13)</td>
<td valign="top" align="center">0.057</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Recent (&#x2264;5 years)</td>
<td valign="top" align="center">695 (3.2)</td>
<td valign="top" align="center">2,645 (3.0)</td>
<td valign="top" align="center">1.05 (0.97&#x2013;1.15)</td>
<td valign="top" align="center">0.234</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Remote (&#x003E;5 years)</td>
<td valign="top" align="center">668 (3.1)</td>
<td valign="top" align="center">2,512 (2.9)</td>
<td valign="top" align="center">1.07 (0.98&#x2013;1.16)</td>
<td valign="top" align="center">0.146</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic><italic>aOR, adjusted odds ratio; PD, Parkinson disease; CI, confidence interval.</italic></italic></attrib>
</table-wrap-foot>
</table-wrap>
<p>Regarding the follow-up cohort, we excluded participants with a diagnosis of any ophthalmologic disorder before PD diagnosis to focus on newly diagnosed retinal diseases after PD diagnosis. The results demonstrated a significant reduction in the hazard ratio of newly diagnosed retinal disease (aSHR: 0.77, 95% CI: 0.70&#x2013;0.85, <italic>p</italic> &#x003C; 0.001), and the reduced risk remained significant in short-term (&#x2264; 5 years; aSHR: 0.81, 95% CI: 0.71&#x2013;0.93) and long-term (&#x003E; 5 years; aSHR: 0.82, 95% CI: 0.72&#x2013;0.93) follow-up. Regarding optic nerve disease, the overall hazard ratio was not different between PD and non-PD (aSHR: 0.91, 95% CI: 0.67&#x2013;1.23, <italic>p</italic> = 0.540). For the glaucoma, the overall hazard ratio was significantly reduced (aSHR: 0.87, 95% CI: 0.78&#x2013;0.97, <italic>p</italic> = 0.010) but was identical between PD and non-PD groups at short-term (&#x2264; 5 years) follow-up and significantly lower only in the PD group at long-term (&#x003E; 5 year) follow-up (<xref ref-type="table" rid="T3">Table 3</xref> and <xref ref-type="supplementary-material" rid="SM1">Supplementary Tables 4</xref>, <xref ref-type="supplementary-material" rid="SM1">5</xref>).</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>The aSHR of retinal disease, optic nerve disease and glaucoma among participants in the cohort study.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">PD</td>
<td valign="top" align="center">Non-PD</td>
<td valign="top" align="center">aOR (95% CI)</td>
<td valign="top" align="center"><italic>p</italic>-value</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>Retinal disease, n/N (%)</bold></td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><italic>Overall</italic></td>
<td valign="top" align="center">446/11,184 (4.3)</td>
<td valign="top" align="center">2,465/45,986 (5.7)</td>
<td valign="top" align="center">0.77 (0.70&#x2013;0.85)</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Short-term (&#x2264;5 years)</td>
<td valign="top" align="center">216/11,184 (1.9)</td>
<td valign="top" align="center">1,137/45,986 (2.5)</td>
<td valign="top" align="center">0.81 (0.71&#x2013;0.93)</td>
<td valign="top" align="center">0.003</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Long-term (&#x003E;5 years)</td>
<td valign="top" align="center">230/7,928 (2.9)</td>
<td valign="top" align="center">1,328/35,308 (3.8)</td>
<td valign="top" align="center">0.82 (0.72&#x2013;0.93)</td>
<td valign="top" align="center">0.003</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Optic nerve disease, n/N (%)</bold></td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><italic>Overall</italic></td>
<td valign="top" align="center">50/11,184 (0.4)</td>
<td valign="top" align="center">226/45,986 (0.5)</td>
<td valign="top" align="center">0.91 (0.67&#x2013;1.23)</td>
<td valign="top" align="center">0.540</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Short-term (&#x2264;5 years)</td>
<td valign="top" align="center">23/11,184 (0.2)</td>
<td valign="top" align="center">105/45,986 (0.2)</td>
<td valign="top" align="center">0.94 (0.60&#x2013;1.47)</td>
<td valign="top" align="center">0.770</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Long-term (&#x003E;5 years)</td>
<td valign="top" align="center">27/8,086 (0.3)</td>
<td valign="top" align="center">1,231/36,193 (0.3)</td>
<td valign="top" align="center">1.05 (0.70&#x2013;1.60)</td>
<td valign="top" align="center">0.799</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Glaucoma, n/N (%)</bold></td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left"><italic>Overall</italic></td>
<td valign="top" align="center">340/11,184 (3.0)</td>
<td valign="top" align="center">1,611/45,986 (3.5)</td>
<td valign="top" align="center">0.87 (0.78&#x2013;0.97)</td>
<td valign="top" align="center">0.010</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Short-term (&#x2264;5 years)</td>
<td valign="top" align="center">216/11,184 (1.9)</td>
<td valign="top" align="center">880/45,986 (1.9)</td>
<td valign="top" align="center">1.04 (0.90&#x2013;1.20)</td>
<td valign="top" align="center">0.567</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Long-term (&#x003E;5 years)</td>
<td valign="top" align="center">124/7,924 (1.6)</td>
<td valign="top" align="center">731/35,500 (2.1)</td>
<td valign="top" align="center">0.75 (0.62&#x2013;0.89)</td>
<td valign="top" align="center">0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<attrib><italic><italic>aSHR, adjusted subdistribution hazard ratio; PD, Parkinson disease; CI, confidence interval.</italic></italic></attrib>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S4">
<title>Discussion</title>
<p>The present study demonstrated that patients with PD are at higher risk of retinal disease at the premotor PD stage than non-PD controls, although the hazard ratio reversed markedly in the follow-up period. This contrasting association was not observed between PD and optic nerve disease or glaucoma, other common age-related ophthalmic diseases. This discrepancy in the temporal relationship between the two diseases may hint that retinal disease is a premotor manifestation of PD, and the possible effect of dopamine supplements on retina.</p>
<p>Anosmia is a well-recognized non-motor symptom of the premotor PD stage (<xref ref-type="bibr" rid="B10">Iannilli et al., 2017</xref>), and the degeneration of the olfactory bulb is found to occur before the loss of dopaminergic neurons in the midbrain. Similar to the olfactory bulb, the optic nerve and retina are considered to be extension of the CNS (<xref ref-type="bibr" rid="B14">London et al., 2013</xref>). Dopamine is endogenously found in and essential for the functioning of the retina, although disorders of these structures are markedly underestimated in patients with PD. Pathological &#x03B1;-synuclein aggregation and deposits have been noted in retinal cells in postmortem patients with PD (<xref ref-type="bibr" rid="B23">Veys et al., 2019</xref>). Thinning of the retinal nerve fiber layers, a measure of the integrity of the retinal ganglion cell axon, has been found in PD, and macular thickness has also been reported to be reduced (<xref ref-type="bibr" rid="B1">Altinta&#x015F; et al., 2008</xref>). The association between PD with retinal disease suggest possible explanation that dopaminergic deficiency is harmful for the retina of key to maintain structural integrity (<xref ref-type="bibr" rid="B26">Witkovsky, 2004</xref>). Applying dopamine was found to be effective in slowing retinal degeneration in some preclinical studies and clinical trials (<xref ref-type="bibr" rid="B27">Zhou et al., 2017</xref>) and the possible benefit of dopamine supplement on restoring visual and neuronal function were the stimulation of the secretion of pigment epithelium derived factor, and anti-angiogenesis (Review by <xref ref-type="bibr" rid="B16">Pardue and Allen, 2018</xref>). The present study used a bidirectional approach to successfully distinguish the reverse association between the two diseases; our approach is superior to previous cross-sectional, case&#x2013;control studies because it could discern the temporal relationship and avoid the bias from dopaminergic supplements.</p>
<p>Glaucoma is widely recognized as an age-related disease and a leading cause of retinal and optic nerve disease. The present study did not find an increased risk of glaucoma for patients with PD in the prediagnostic stage, and this excluded the possible bias of increased risk of retinal and optic nerve disease secondary to uncontrolled glaucoma. Regarding the follow-up period for patients with PD, we found a significant reduction of the hazard ratio of newly diagnosed glaucoma. Previous studies have shown the effects of a dopamine receptor agonist in decreasing intraorbital pressure over several hours (<xref ref-type="bibr" rid="B17">Pescosolido et al., 2013</xref>), but there is scant evidence of a more prolonged effect. We speculate that supplementation with dopaminergic agents may lower the incidence of glaucoma in patients with PD in the long-term, although further studies must investigate the actual mechanism through which this could be achieved.</p>
<p>To the best of our knowledge, this is the first study to elucidate the association of retinal disease with PD using a bidirectional approach and the first to identify a discrepancy in risk based on temporal association. The main strengths of our study are attributable to the characteristics of the cohort. The NHIRD contains comprehensive data on a nationwide population (&#x003E; 99% of Taiwan&#x2019;s population), and these data have been collected for over two decades. Typically, the diagnosis of PD and retinal and optic nerve disease is made by specialists. Because we used the NHIRD, we were able to take advantage of data encompassing long prediagnostic and follow-up periods before and after PD diagnosis. Moreover, the data were free from the false recall concern, which is a common concern in most case&#x2013;control studies, and the percentage of loss to follow-up in the cohort was low. Despite these advantages, the present study has certain limitations. First, the NHIRD does not have information regarding family history of PD, environmental factors, or occupational factors, all of which may affect the incidence of retinal degeneration or PD. To minimize potential bias, we excluded patients diagnosed with PD before 45 years of age, but this exclusion criterion could not eliminate all genetic-related PD. Second, the severity of retinal and optic nerve disease was not documented in the NHIRD, which limits further analysis of the diseases with PD risk. Third, although the finding of significant risk reduction of retinal disease after the diagnosis of PD, as the nature of epidemiological study, it was not able to clearly delineate the causal relationship between dopamine supplement with the risk reduction, which may need more studies to confirm. Lastly, in the NHIRD, there was no information abouts the motor symptoms and motor subtypes of PD, which limited the possibility of further subgroup analysis.</p>
<p>In conclusion, the study demonstrated that patients with PD are at a greater risk of retinal disease at the prediagnostic stage, even more than 5 years in advance of diagnosis, than are non-PD individuals. By contrast, the risk of retinal disease after PD diagnosis decreased significantly compared with the control group, implying the possible effect from dopaminergic supplements. Further large-scale prospective studies investigating retinal and optic nerve disease as a premotor predictive biomarker for PD are warranted.</p>
</sec>
<sec id="S5">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="S6">
<title>Ethics Statement</title>
<p>This study was approved by the Joint Institutional Review Board of Taipei Medical University (approval N202101060). Confidentiality was ensured by adhering to data regulations of the Health and Welfare Data Science Center (HWDC), Ministry of Health and Welfare, Executive Yuan, Taiwan. To protect patient privacy, individual identifiers are encrypted before the HWDC releases patient-level data to investigators, which they do only for research purposes. Therefore, the requirement for informed consent from study participants was exempted by the Joint Institutional Review Board. All study methods were in accordance with guidelines approved by the Joint Institutional Review Board and aforementioned governmental regulations.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>L-NC, LC, and C-TH: conceptualization, formal analysis, writing&#x2014;review and editing. P-CC, C-CC, Y-YC, W-TC, LC, and L-NC: data curation. P-CC, C-CC, Y-YC, W-TC, and C-TH: methodology. LC and L-NC: supervision and validation. C-CC: visualization. P-CC, C-CC, and Y-YC: writing&#x2014;original draft. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="S8">
<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>
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</body>
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<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This study was funded by the Shuang Ho Hospital, Taipei Medical University (109TMU-SHH-19).</p>
</fn>
</fn-group>
<sec id="S9" sec-type="supplementary material"><title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fnins.2021.679092/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fnins.2021.679092/full#supplementary-material</ext-link></p>
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