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<article article-type="brief-report" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pain Res.</journal-id>
<journal-title>Frontiers in Pain Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pain Res.</abbrev-journal-title>
<issn pub-type="epub">2673-561X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpain.2023.1240379</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pain Research</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Dorsal subthalamic deep brain stimulation improves pain in Parkinson&#x0027;s disease</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Askari</surname><given-names>Asra</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Lam</surname><given-names>Jordan L. W.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Zhu</surname><given-names>Brandon J.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2373462/overview"/></contrib>
<contrib contrib-type="author"><name><surname>Lu</surname><given-names>Charles W.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib>
<contrib contrib-type="author"><name><surname>Chou</surname><given-names>Kelvin L.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2384574/overview" /></contrib>
<contrib contrib-type="author"><name><surname>Wyant</surname><given-names>Kara J.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Patil</surname><given-names>Parag G.</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="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/1006790/overview" /></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><addr-line>Department of Neurosurgery</addr-line>, <institution>University of Michigan</institution>, <addr-line>Ann Arbor, MI</addr-line>, <country>United States</country></aff>
<aff id="aff2"><label><sup>2</sup></label><addr-line>Department of Biomedical Engineering</addr-line>, <institution>University of Michigan</institution>, <addr-line>Ann Arbor, MI</addr-line>, <country>United States</country></aff>
<aff id="aff3"><label><sup>3</sup></label><addr-line>Department of Neurology</addr-line>, <institution>University of Michigan</institution>, <addr-line>Ann Arbor, MI</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Michael D. Staudt, Oakland University William Beaumont School of Medicine, United States</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Ashwin Viswanathan, Baylor College of Medicine, United States Alexander S. Taghva, Private Practitioner, Mission Viejo City, CA, United States</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Parag G. Patil <email>pgpatil@umich.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>16</day><month>08</month><year>2023</year></pub-date>
<pub-date pub-type="collection"><year>2023</year></pub-date>
<volume>4</volume><elocation-id>1240379</elocation-id>
<history>
<date date-type="received"><day>15</day><month>06</month><year>2023</year></date>
<date date-type="accepted"><day>02</day><month>08</month><year>2023</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2023 Askari, Lam, Zhu, Lu, Chou, Wyant and Patil.</copyright-statement>
<copyright-year>2023</copyright-year><copyright-holder>Askari, Lam, Zhu, Lu, Chou, Wyant and Patil</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec><title>Introduction</title>
<p>Inconsistent effects of subthalamic deep brain stimulation (STN DBS) on pain, a common non-motor symptom of Parkinson&#x0027;s disease (PD), may be due to variations in active contact location relative to some pain-reducing locus of stimulation. This study models and compares the loci of maximal effect for pain reduction and motor improvement in STN DBS.</p>
</sec>
<sec><title>Methods</title>
<p>We measured Movement Disorder Society Unified PD Rating Scale (MDS-UPDRS) Part I pain score (item-9), and MDS-UPDRS Part III motor score, preoperatively and 6&#x2013;12 months after STN DBS. An ordinary least-squares regression model was used to examine active contact location as a predictor of follow-up pain score while controlling for baseline pain, age, dopaminergic medication, and motor improvement. An atlas-independent isotropic electric field model was applied to distinguish sites of maximally effective stimulation for pain and motor improvement.</p>
</sec>
<sec><title>Results</title>
<p>In 74 PD patients, mean pain score significantly improved after STN DBS (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.01). In a regression model, more dorsal active contact location was the only significant predictor of pain improvement (<italic>R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;0.17, <italic>p&#x2009;&#x003D;&#x2009;</italic>0.03). The stimulation locus for maximal pain improvement was lateral, anterior, and dorsal to that for maximal motor improvement.</p>
</sec>
<sec><title>Conclusion</title>
<p>STN stimulation, dorsal to the site of optimal motor improvement, improves pain. This region contains the zona incerta, which is known to modulate pain in humans, and may explain this observation.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Parkinson&#x2019;s disease</kwd>
<kwd>movement disorder society unified Parkinson&#x2019;s disease rating scale (MDS-UPDRS)</kwd>
<kwd>pain</kwd>
<kwd>deep brain stimulation</kwd>
<kwd>subthalamic nucleus</kwd>
</kwd-group>
<contract-num rid="cn001">&#x00A0;</contract-num>
<contract-sponsor id="cn001">Surgical Therapies to Improve Movement Program</contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="0"/><equation-count count="0"/><ref-count count="31"/><page-count count="0"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Neuromodulatory Interventions</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro"><label>1.</label><title>Introduction</title>
<p>Pain is a common and distressing non-motor symptom of Parkinson&#x0027;s disease (PD), affecting up to 85&#x0025; of patients and impacting quality of life (<xref ref-type="bibr" rid="B1">1</xref>). Subthalamic nucleus deep brain stimulation (STN DBS) improves global pain scores from 28&#x0025; to 84&#x0025; (<xref ref-type="bibr" rid="B2">2</xref>). However, the structure-function relationships underlying this finding remain unclear. Several studies correlate motor improvement and pain relief, while other studies find no relationship between motor and pain improvement after DBS (<xref ref-type="bibr" rid="B3">3</xref>&#x2013;<xref ref-type="bibr" rid="B5">5</xref>).</p>
<p>Recent electrophysiologic studies have suggested distinct roles of STN DBS on pain and motor improvement (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>). Connections between STN subregions and brain areas involved in pain processing (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B12">12</xref>). The proximity of the motor-optimal DBS stimulation locus to the zona incerta (ZI), a potential target for pain relief (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>), motivated us to investigate the role of active contact location on pain in PD patients undergoing STN DBS.</p>
<p>In this study, we evaluated the impact of active DBS contact location on changes in the MDS-UPDRS Part I pain score following STN DBS. We hypothesized, based on earlier work (<xref ref-type="bibr" rid="B14">14</xref>), that stimulation of the dorsal STN/zona incerta (ZI) could improve pain scores.</p>
</sec>
<sec id="s2" sec-type="methods"><label>2.</label><title>Methods</title>
<sec id="s2a"><label>2.1.</label><title>Participants</title>
<p>This retrospective observational study included patients with idiopathic PD who underwent STN DBS at the University of Michigan between 2009 and 2019 and completed the MDS-UPDRS Part I questionnaire. Written informed consent was obtained from all subjects. The study was approved by the Institutional Review Board (HUM00021058).</p>
</sec>
<sec id="s2b"><label>2.2.</label><title>Surgical procedure</title>
<p>Several weeks before surgery, patients underwent a 3&#x2005;T MRI to visualize the STN, using a validated, high-resolution protocol (<xref ref-type="bibr" rid="B15">15</xref>). On the day of surgery, patients were fitted with a Leksell stereotactic frame (Elekta Instruments AB, Stockholm, Sweden) and underwent a 1.5&#x2005;T MRI. The 3&#x2005;T MRI and 1.5&#x2005;T MRI were co-registered using a mutual-information algorithm (Analyze 9.0; AnalyzeDirect, Inc, Overland Park, Kansas). The MR-visualized STN was then targeted, and localization was finalized with intraoperative microelectrode recording. During surgery, a movement disorders neurologist evaluated each patient intraoperatively for symptom improvement and side effect thresholds to optimize DBS lead placement. At the time of pulse generator implantation, 2&#x2013;4 weeks after lead placement, a high-resolution CT scan (CT750 HD, GE Healthcare, Chicago, Illinois; 64-slice, 140&#x2005;kV, 450&#x2005;mA, 0.5&#x2009;&#x00D7;&#x2009;0.5&#x2009;&#x00D7;&#x2009;0.6&#x2005;mm) was obtained to visualize electrode contacts after brain shift and pneumocephalus had resolved. DBS programming commenced 4&#x2013;6 weeks after initial lead placement. Our detailed surgical protocol is described in a previous publication (<xref ref-type="bibr" rid="B16">16</xref>).</p>
</sec>
<sec id="s2c"><label>2.3.</label><title>Active contact localization</title>
<p>Co-registered CT and MR images were oriented in Talairach space, relative to the midline and the intercommissural plane. The STN midpoint was defined as the point halfway between the STN oral and caudal poles (<xref ref-type="bibr" rid="B17">17</xref>), which were identified on coronal MRI. Coordinates of the active contacts were then determined and recorded relative to these MR-visualized STN midpoints. Lateral (X), anterior (Y), and dorsal (Z) directions relative to the STN midpoint were defined as positive.</p>
</sec>
<sec id="s2d"><label>2.4.</label><title>Determination of loci of maximal effect</title>
<p>To determine the loci of maximal effect for motor improvement and pain relief, a weighted score was generated at each coordinate around the STN using the location of the active contact, the motor improvement score or the pain relief score, and the probability that the active contact would activate a neuron at the coordinate. An overall stimulation-weighted improvement score was assigned to each point in the STN region for each condition by summing across all patients. The simplex algorithm (MATLAB, MathWorks&#x00AE;, Natick, MA) was used to identify the locus associated with maximal motor or pain improvement. Spatial distributions (relative to STN midpoint in millimeters) and confidence intervals (CI) for maximal effect locations were calculated using the bootstrap technique. See Conrad et al. (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B18">18</xref>) for greater detail.</p>
</sec>
<sec id="s2e"><label>2.5.</label><title>Clinical assessments</title>
<p>Demographic information and levodopa-equivalent dose (LED) were collected. Clinical assessments included the MDS-UPDRS Part I pain score (item-9) and the MDS-UPDRS Part III (motor examination), which was measured before surgery in the OFF-medication condition (baseline) and 6&#x2013;12 months later in the OFF-medication/ON-stimulation state. To complete the MDS-UPDRS Part I-9, patients were asked whether they have had any uncomfortable feelings in their body including pain, aches, tingling, or cramps over the past week, and then they scored from 0 (no uncomfortable feeling) to 4 (severe, that stoped them to do their daily activity of life) (<xref ref-type="bibr" rid="B19">19</xref>).</p>
</sec>
<sec id="s2f"><label>2.6.</label><title>Statistical approach</title>
<p>An ordinary least squares regression model was used to examine the impact of active contact electrode location in each axis on pain score at follow-up while controlling for gender, age, LED change from baseline to follow-up, MDS-UPDRS-III percent change improvement, and pain score at baseline. Student&#x0027;s paired <italic>t</italic>-tests were used to determine if the post-DBS assessments significantly differed from baseline assessments. All analyses were 2-sided with a significance level of 0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3.</label><title>Results</title>
<sec id="s3a"><label>3.1.</label><title>Participants</title>
<p>Our sample population included 74 patients with idiopathic PD who underwent STN DBS (72 with bilateral implants, 2 with unilateral). Twenty-two (29.7&#x0025;) patients were female. The mean age was 64.2&#x2009;&#x00B1;&#x2009;7.7 years. There was a small but significant (<italic>p&#x2009;</italic>&#x003D;&#x2009;0.01) improvement from baseline pain (1.87&#x2009;&#x00B1;&#x2009;1.16) to follow-up pain score (1.41&#x2009;&#x00B1;&#x2009;1.07).</p>
</sec>
<sec id="s3b"><label>3.2.</label><title>Relationship between pain relief and dorsal active contact location</title>
<p>Regression analyses were conducted separately for the left and right hemispheres with lead location predictors separated by axis, resulting in a total of 6 analyses [(right or left hemisphere)&#x2009;&#x00D7;&#x2009;(<italic>X</italic>, <italic>Y</italic>, or <italic>Z</italic>-axis)]. The results of the ordinary least square regression model revealed that age, LED change from baseline to follow-up, gender, and pain score at baseline were not significant predictors of pain score at follow-up in any model (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05).</p>
<p>Active contact location in the <italic>Z</italic>-axis of the left hemisphere significantly predicted pain improvement (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;&#x2212;0.2, <italic>R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;0.17, <italic>p&#x2009;&#x003D;&#x2009;</italic>0.03), with dorsal location providing greater pain relief. By contrast, active contact location relative to the STN midpoint in the <italic>X</italic> and <italic>Y</italic>-axis in both hemispheres, and the <italic>Z</italic>-axis in the right hemisphere did not predict pain improvement (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). In addition, the correlation coefficient between the pain follow-up score and left electrode active contact location in the <italic>z</italic>-axis was highly significant (<italic>R</italic>&#x2009;&#x003D;&#x2009;&#x2212;0.37, <italic>p&#x2009;&#x003D;</italic>&#x2009;0.001<italic>;</italic> <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>).</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Relationship of active electrode location to pain. Boxplot, showing the distribution of follow-up pain scores and the distance of electrode active contact from STN midpoint in <italic>z</italic>-axis in the left hemisphere (in millimeters). Pain scores in MDS-UPDRS Part I ranged from 0 to 4, representing 0: Normal, 1: Slight, 2: Mild, 3: Moderate, and 4: Severe pain.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fpain-04-1240379-g001.tif"/>
</fig>
</sec>
<sec id="s3c"><label>3.3.</label><title>Loci of maximal motor and pain improvement</title>
<p>The locus of maximal effect for motor improvement was located medial [&#x2212;0.22&#x2005;mm, 95&#x0025; CI (0.50, 0.04)], posterior [&#x2212;0.70, (&#x2212;1.10, &#x2212;0.31)], and dorsal [0.98, (0.63, 1.34)] to the STN midpoint, while the locus of maximal pain relief was lateral [0.15, (&#x2212;0.75, 1.18)], anterior [0.57, (&#x2212;0.85, 2.03)], and dorsal [2.26, (1.23, 4.09)] to the STN midpoint (<xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>). All coordinates are calculated in millimeters, with 95&#x0025; confidence intervals, relative to the MR-visualized STN midpoint.</p>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Locus of optimal pain and motor improvements in STN DBS. Mean coordinates for computational model-derived optimal sites of stimulation for pain and motor symptoms superimposed on a representative STN volume, in sagittal, oblique, and coronal views. The coordinates for the optimal site for pain are (<italic>X</italic>&#x2009;&#x003D;&#x2009;0.15&#x2005;mm, <italic>Y</italic>&#x2009;&#x003D;&#x2009;0.57&#x2005;mm, <italic>Z</italic>&#x2009;&#x003D;&#x2009;2.26&#x2005;mm), and the coordinates for the optimal site for motor symptoms are (<italic>X</italic>&#x2009;&#x003D;&#x2009;&#x2212;0.22&#x2005;mm, <italic>Y</italic>&#x2009;&#x003D;&#x2009;&#x2212;0.70&#x2005;mm, <italic>Z</italic>&#x2009;&#x003D;&#x2009;0.98&#x2005;mm) relative to the STN midpoint. All axis coordinates are in millimeters, and lateral, anterior, and dorsal are defined to be positive.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fpain-04-1240379-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4.</label><title>Discussion</title>
<p>We find that STN DBS significantly but modestly improves pain in PD patients, as measured by the MDS-UPDRS Part I. Remarkably, dorsal active contact location was the only significant predictor for improvement in pain, independent of age, gender, motor improvement, or LED changes. Moving from the ventral to the dorsal STN subregion was associated with decreasing pain; with the site of maximal pain relief lying lateral, anterior, and dorsal to the site of maximal motor improvement. There was no association between right-sided active contact location and pain score at follow-up. The optimal motor response was observed in left-sided and bilateral stimulation and not in right-sided stimulation (<xref ref-type="bibr" rid="B20">20</xref>). Likewise, the adverse effect of STN DBS was more significant for left-sided stimulation (<xref ref-type="bibr" rid="B21">21</xref>). Zhang and colleagues showed the laterality for nociceptive perception (<xref ref-type="bibr" rid="B22">22</xref>). However, additional study is needed to investigate pain perception laterality and the differential effects of left- and right-sided stimulation.</p>
<p>There are several detailed rating scales evaluating pain intensity and frequency in PD, thus recently the King&#x0027;s scale has been introduced as one of the most accurate (<xref ref-type="bibr" rid="B23">23</xref>). However, to our knowledge, there are no studies assessing the association between the STN subregions and a detailed pain rating scale in a large cohort. MDS-UPDRS part I-9 is not a detailed questionnaire. However, it has been validated (<xref ref-type="bibr" rid="B24">24</xref>) and is highly associated with quality of life (<xref ref-type="bibr" rid="B25">25</xref>).</p>
<p>Pain in PD is multifactorial, with evidence to support a nondopaminergic responsive central component (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>). The role of ZI, the gray matter band located dorsal to STN, in central pain processing has been previously described (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B28">28</xref>). Notably, the ventral subregion of ZI, enriched with GABAergic cells and connected to the spinothalamic tract and sensory thalamus, is an area involved in pain processing and modulation (<xref ref-type="bibr" rid="B29">29</xref>). We recently found that low-frequency, 20&#x2005;Hz stimulation of zona incerta (ZI), modulates heat pain in humans (<xref ref-type="bibr" rid="B14">14</xref>). This finding supports the possibility of pain processing in ZI, specifically in PD patients. With the proximity of the dorsal STN subregion to ZI, we hypothesize that the spread of high-frequency current to the ZI ventral subregion could explain the positive effect of STN DBS on pain. The effect of low vs. high-frequency ZI stimulation on pain in PD needs to be addressed.</p>
<p>Neurostimulation of the dorsal STN subregion may also directly modulate pain processing. The functional connections between STN and pain processing regions in cortex, pedunculopontine nucleus, and parabrachial nucleus may play a role in this phenomenon (<xref ref-type="bibr" rid="B2">2</xref>). Additionally, STN local field potentials have been shown to respond to pain stimuli (<xref ref-type="bibr" rid="B30">30</xref>). However, the specific territories of STN involved in pain processing are not well understood. Future electrophysiologic studies could productively investigate the potential therapeutic role of the dorsal STN stimulation on pain.</p>
<p>While the results are intriguing, our study has several limitations. Most significant, our pain measure is limited to one item of the MDS-UPDRS-I. It is not possible from this measure to determine if DBS improves nociceptive or neuropathic pain. Future prospective studies are required to investigate the role of active contact location on improving different types of pain, through a prospectively applied, detailed pain battery such as the King scale (<xref ref-type="bibr" rid="B31">31</xref>). Another limitation is the simplified model of stimulation used. We applied an isotropic electric field model to localize the maximal effect site for pain improvement. However, modeling the non-isotropic volume of tissue activated (VTA) around active contacts could provide a more precise method to identify the optimal locus for pain improvement. Furthermore, without additional study, the specific overlap between the VTA and ventral ZI remains unknown. Future electrophysiologic studies and detailed imaging would be required to address this uncertainty. Finally, other components of Parkinson&#x0027;s disease, such as rigidity or dystonia, may contribute to patient pain, and the alleviation of these symptoms with STN DBS may result in pain relief, confounding our results. We have previously evaluated the locus of optimal relief of rigidity in STN DBS (<xref ref-type="bibr" rid="B18">18</xref>) and found it to be slightly, though not statistically significantly, medial, posterior, and <italic>ventral</italic> to the locus of overall optimal motor improvement. Hence, we believe that the locus of optimal pain improvement is distinct from that of motor improvements and also the secondary effects of motor improvement on pain relief. At the same time, further prospective study will be necessary to validate this hypothesis.</p>
<p>In conclusion, more dorsal stimulation in the STN region is associated with improvement of MDS-UPDRS part I-9, a validated rating measuring the impact of pain on quality of life. This may be related to stimulation in the vicinity of the ventral ZI, or direct pain-ameliorating effects on the dorsal STN. These findings motivate future studies to assess the effect of DBS active contact location on pain.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability"><title>Data availability statement</title>
<p>The data analyzed in this study is subject to the following licenses/restrictions: These data are subject to Health Insurance Portability and Accountability Act (HIPPA) regulations. Anonymized data will be shared, subject to Institutional Review Board (IRB) approval. Requests to access these datasets should be directed to Parag G Patil, <email>pgpatil@med.umich.edu</email></p>
</sec>
<sec id="s6" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by University of Michigan Medical Institutional Review Board. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7" sec-type="author-contributions"><title>Author contributions</title>
<p>The study was conceived and designed by all authors. Data were acquired by AA, analyzed by AA and BZ, and interpreted by all authors. The manuscript was written by AA. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information"><title>Funding</title>
<p>This study was internally funded by the Surgical Therapies to Improve Movement Program.</p>
</sec>
<sec id="s9" sec-type="COI-statement"><title>Conflict of interest</title>
<p>KW has received grant support from Parkinson Study Group and Eli Lilly, and royalties from UpToDate. PP has received grant support from NIH and NSF and Taubman Medical Research Institute. He is on the scientific advisory board of NeuroOne.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer"><title>Publisher&#x0027;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>
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