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<article article-type="brief-report" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Dystonia</journal-id>
<journal-title>Dystonia</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Dystonia</abbrev-journal-title>
<issn pub-type="epub">2813-2106</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">10684</article-id>
<article-id pub-id-type="doi">10.3389/dyst.2022.10684</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Health Archive</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>From Null to Midline: Changes in Head Posture do Not Predictably Change Head Tremor in Cervical Dystonia</article-title>
<alt-title alt-title-type="left-running-head">Vu et al.</alt-title>
<alt-title alt-title-type="right-running-head">HT at Null and Midline</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Vu</surname>
<given-names>Jeanne P.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1838360/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cisneros</surname>
<given-names>Elizabeth</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Jerry</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1844317/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lee</surname>
<given-names>Ha Yeon</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jankovic</surname>
<given-names>Joseph</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/201718/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Factor</surname>
<given-names>Stewart A.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Goetz</surname>
<given-names>Christopher G.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Barbano</surname>
<given-names>Richard L.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Perlmutter</surname>
<given-names>Joel S.</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jinnah</surname>
<given-names>Hyder A.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/198657/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pirio Richardson</surname>
<given-names>Sarah</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Stebbins</surname>
<given-names>Glenn T.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Elble</surname>
<given-names>Rodger J.</given-names>
</name>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1040423/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Comella</surname>
<given-names>Cynthia L.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Peterson</surname>
<given-names>David A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff12">
<sup>12</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/42148/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Computational Neurology Center</institution>, <institution>Institute for Neural Computation</institution>, <institution>University of California, San Diego</institution>, <addr-line>San Diego</addr-line>, <addr-line>CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Parkinson&#x2019;s Disease Center and Movement Disorders Clinic</institution>, <institution>Department of Neurology</institution>, <institution>Baylor College of Medicine</institution>, <addr-line>Houston</addr-line>, <addr-line>TX</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Neurology</institution>, <institution>Emory University School of Medicine</institution>, <addr-line>Atlanta</addr-line>, <addr-line>GA</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Neurological Sciences</institution>, <institution>Rush University Medical Center</institution>, <addr-line>Chicago</addr-line>, <addr-line>IL</addr-line>, <country>United States</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Neurology</institution>, <institution>University of Rochester</institution>, <addr-line>Rochester</addr-line>, <addr-line>NY</addr-line>, <country>United States</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Neurology</institution>, <institution>Washington University School of Medicine</institution>, <addr-line>St. Louis</addr-line>, <addr-line>MO</addr-line>, <country>United States</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Departments of Radiology, Neuroscience, Physical Therapy, and Occupational Therapy</institution>, <institution>Washington University School of Medicine</institution>, <addr-line>St. Louis</addr-line>, <addr-line>MO</addr-line>, <country>United States</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Departments of Human Genetics and Pediatrics</institution>, <institution>Emory University School of Medicine</institution>, <addr-line>Atlanta</addr-line>, <addr-line>GA</addr-line>, <country>United States</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Department of Neurology</institution>, <institution>University of New Mexico Health Sciences Center</institution>, <addr-line>Albuquerque</addr-line>, <addr-line>NM</addr-line>, <country>United States</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Neurology Service</institution>, <institution>New Mexico Veterans Affairs Health Care System</institution>, <addr-line>Albuquerque</addr-line>, <addr-line>NM</addr-line>, <country>United States</country>
</aff>
<aff id="aff11">
<sup>11</sup>
<institution>Department of Neurology</institution>, <institution>Southern Illinois University School of Medicine</institution>, <addr-line>Springfield</addr-line>, <addr-line>IL</addr-line>, <country>United States</country>
</aff>
<aff id="aff12">
<sup>12</sup>
<institution>Computational Neurobiology Laboratory</institution>, <institution>Salk Institute for Biological Studies</institution>, <addr-line>La Jolla</addr-line>, <addr-line>CA</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/19434/overview">Aasef Shaikh</ext-link>, Case Western Reserve University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/62509/overview">Jean-Francois Daneault</ext-link>, Rutgers, The State University of New Jersey, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/675731/overview">Sanjay Pandey</ext-link>, University of Delhi, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: David A. Peterson, <email>dap@salk.edu</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>1</volume>
<elocation-id>10684</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>05</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>08</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Vu, Cisneros, Zhao, Lee, Jankovic, Factor, Goetz, Barbano, Perlmutter, Jinnah, Pirio Richardson, Stebbins, Elble, Comella and Peterson.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Vu, Cisneros, Zhao, Lee, Jankovic, Factor, Goetz, Barbano, Perlmutter, Jinnah, Pirio Richardson, Stebbins, Elble, Comella and Peterson</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>
<p>
<bold>Introduction:</bold> A common view is that head tremor (HT) in cervical dystonia (CD) decreases when the head assumes an unopposed dystonic posture and increases when the head is held at midline. However, this has not been examined with objective measures in a large, multicenter cohort.</p>
<p>
<bold>Methods:</bold> For 80 participants with CD and HT, we analyzed videos from examination segments in which participants were instructed to 1) let their head drift to its most comfortable position (null point) and then 2) hold their head straight at midline. We used our previously developed Computational Motor Objective Rater (CMOR) to quantify changes in severity, amplitude, and frequency between the two postures.</p>
<p>
<bold>Results:</bold> Although up to 9% of participants had exacerbated HT in midline, across the whole cohort, paired t-tests reveal no significant changes in overall severity (<italic>t</italic> &#x3d; &#x2212;0.23, <italic>p</italic> &#x3d; 0.81), amplitude (<italic>t</italic> &#x3d; &#x2212;0.80, <italic>p</italic> &#x3d; 0.43), and frequency (<italic>t</italic> &#x3d; 1.48, <italic>p</italic> &#x3d; 0.14) between the two postures.</p>
<p>
<bold>Conclusion:</bold> When instructed to first let their head drift to its null point and then to hold their head straight at midline, most patient&#x2019;s changes in HT were below the thresholds one would expect from the sensitivity of clinical rating scales. Counter to common clinical impression, CMOR objectively showed that HT does not consistently increase at midline posture in comparison to the null posture.</p>
</abstract>
<kwd-group>
<kwd>head tremor</kwd>
<kwd>video</kwd>
<kwd>computer vision</kwd>
<kwd>TWSTRS</kwd>
<kwd>task dependency</kwd>
</kwd-group>
<contract-num rid="cn001">U54 TR001456</contract-num>
<contract-num rid="cn002">U54 NS065701 U54 NS116025</contract-num>
<contract-num rid="cn003">W81XWH-17-1-0393 W81XWH-19-1-0146</contract-num>
<contract-sponsor id="cn001">National Center for Advancing Translational Sciences<named-content content-type="fundref-id">10.13039/100006108</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">National Institute of Neurological Disorders and Stroke<named-content content-type="fundref-id">10.13039/100000065</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Congressionally Directed Medical Research Programs<named-content content-type="fundref-id">10.13039/100000090</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Head tremor (HT) commonly accompanies cervical dystonia (CD). Clinical impression suggests that HT is minimized when the head is at its &#x201c;null&#x201d; posture (<xref ref-type="bibr" rid="B1">1</xref>) and exacerbated when against the null posture. Because HT may be posture-dependent and quantified outcome measures are required for clinical trials for new HT treatments, it is important to quantify how HT differs between these postures. However, the dystonia rating scales that assess HT severity (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>) do not specify how the patient should hold their head while HT is assessed. The revised Toronto Western Spasmodic Torticollis Rating Scale (TWSTRS-2) implies at least two head postures for dystonia assessment: 1) the head is allowed to assume its unopposed null posture, and 2) the head is held straight within 10 degrees of the midline. Kinematic measures suggest that HT changes when patients hold their head in different orientations (<xref ref-type="bibr" rid="B4">4</xref>). However, this has not been examined in a large, multicenter cohort.</p>
<p>Computer vision methods have shown to be consistent with clinical scores and comparable to other objective methods in quantifying tremor (<xref ref-type="bibr" rid="B5">5</xref>,<xref ref-type="bibr" rid="B6">6</xref>). In this study, we used our computer vision system, Computational Motor Objective Rater (CMOR), to quantify how HT severity, power, and frequency change when participants are instructed to hold their head at midline in contrast to the unopposed posture.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<p>We analyzed clinical data and examination videos from 206 participants enrolled across 10 sites by the Dystonia Coalition (<xref ref-type="bibr" rid="B7">7</xref>). All participants were assessed three or more months after their last botulinum toxin injections and provided informed consent before participation, in accordance with the Declaration of Helsinki. Protocols for this study were approved by the Human Research Protection Offices at Washington University School of Medicine, Rush University Medical Center, and University of California, San Diego (protocol 111255X).</p>
<p>One movement disorders neurologist at each site evaluated HT in each of their participants according to the TWSTRS-2 HT item (<xref ref-type="bibr" rid="B3">3</xref>). Because of the TWSTRS&#x2019; 0&#x2013;4 scaling and inherent inter-rater variability, we also had a single movement disorders neurologist (CLC) assess all videos for HT severity using ordinal head tremor scores (HTS) from 0&#x2013;10 (<xref ref-type="bibr" rid="B8">8</xref>). Participants were retained if both raters agreed on presence of HT, which may include jerky head movements, sinusoidal head movements, and any combination of jerky and sinusoidal head movements.</p>
<p>HT was assessed in two head postures. First, participants were instructed to close their eyes and let their head drift to its most comfortable posture for 10&#xa0;s. This posture is often a null point for dystonia and is hereafter referred to as &#x201c;null posture.&#x201d; Second, participants were instructed to hold their head straight at midline for up to 1&#xa0;min.</p>
<p>Video annotation, quality control review, participant exclusions, and spectral processing were performed as described in our previous study (<xref ref-type="bibr" rid="B6">6</xref>). We used our computer vision system, Computational Motor Objective Rater (CMOR) to estimate head pose from each frame in each of the three conventional axes (antero/retrocollis, laterocollis, and torticollis) (<xref ref-type="bibr" rid="B6">6</xref>). We used Matlab&#x2019;s <italic>pwelch</italic> function to compute log<sub>10</sub> peak spectral power (&#x201c;amplitude,&#x201d; deg<sup>2</sup>/Hz) and peak frequency (Hz).</p>
<p>To determine whether there were changes between the null and midline postures, we utilized paired t-tests to compare them in terms of CMOR severity, amplitude, and frequency. To contextualize these changes with the sensitivity of clinical severity assessments, we compared each participant&#x2019;s CMOR measure of change to the level of change that corresponds to a one-point change (OPC) in HTS and TWSTRS-2 HT. The OPC was computed from linear regression equations from our previous study (<xref ref-type="disp-formula" rid="e1">Eqs 1</xref>, <xref ref-type="disp-formula" rid="e2">2</xref>) (<xref ref-type="bibr" rid="B6">6</xref>). OPCs were simply the inverse of the respective variable&#x2019;s coefficient. The OPC in HTS is 0.61 deg<sup>2</sup>/Hz for amplitude and 3.23&#xa0;Hz for peak frequency. The OPC in TWSTRS-2 is 1.52&#xa0;deg<sup>2</sup>/Hz for amplitude and 8.07&#xa0;Hz for peak frequency.<list list-type="simple">
<list-item>
<p>S<sub>H</sub> &#x3d; CMOR&#x2019;s severity estimate of HTS</p>
</list-item>
<list-item>
<p>S<sub>T</sub> &#x3d; CMOR&#x2019;s severity estimate of TWSTRS-2 HT</p>
</list-item>
<list-item>
<p>A &#x3d; Amplitude F &#x3d; Peak frequency</p>
</list-item>
</list>
<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">S</mml:mi>
<mml:mi mathvariant="normal">H</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>5.29</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1.64</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">A</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>0.31</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">F</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
<disp-formula id="e2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="normal">S</mml:mi>
<mml:mi mathvariant="normal">T</mml:mi>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.4</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:msub>
<mml:mi mathvariant="normal">S</mml:mi>
<mml:mi mathvariant="normal">H</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>To determine whether there was a significant proportion of participants with an absolute magnitude of change greater than OPC thresholds, we used a Chi-square test. Of those with absolute changes greater than the OPC, we evaluated whether there was a tendency across participants to increase or decrease with two-sided Chi-square tests.</p>
<p>We additionally calculated a conservatively high estimate of the minimal detectable change (MDC) by multiplying 1.96 by the standard deviation of the differences between the two postures for CMOR severity scores, amplitude, and frequency (<xref ref-type="disp-formula" rid="e3">Eq. 3</xref>).<list list-type="simple">
<list-item>
<p>SD<sub>d</sub> &#x3d; standard deviation of the differences between two postures</p>
</list-item>
</list>
<disp-formula id="e3">
<mml:math id="m3">
<mml:mrow>
<mml:mi mathvariant="normal">MDC</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1.96</mml:mn>
<mml:mo>&#xd7;</mml:mo>
<mml:mi mathvariant="normal">S</mml:mi>
<mml:msub>
<mml:mi mathvariant="normal">D</mml:mi>
<mml:mi mathvariant="normal">d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>Of 206 participants, 93 had HT according to both raters. Twelve were excluded because video recording standards were not met, and one because their segment duration was less than 5&#xa0;s. The 80 participants included in this study had a median age of 62 (range 34&#x2013;80) years, and 64 (80%) were women. The total TWSTRS-2 total motor severity score averaged 17.5 (range 4&#x2013;29). The body distribution of dystonia is shown in <xref ref-type="table" rid="T1">Table 1</xref>, and details regarding subtypes are shown in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Demographics on the body distribution of dystonia (N &#x3d; 80).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Type of dystonia</th>
<th align="center">
<italic>n</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Focal</td>
<td align="char" char=".">62</td>
</tr>
<tr>
<td align="left">Generalized</td>
<td align="char" char=".">2</td>
</tr>
<tr>
<td align="left">Multifocal</td>
<td align="char" char=".">2</td>
</tr>
<tr>
<td align="left">Segmental</td>
<td align="char" char=".">14</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Axial involvement distribution for participants with HT (N &#x3d; 80).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Antero/retrocollis</th>
<th align="center">Laterocollis</th>
<th align="center">Torticollis</th>
<th align="center">
<italic>n</italic>
</th>
<th align="center">%</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">1</td>
<td align="char" char=".">1.3</td>
</tr>
<tr>
<td align="left">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">Yes</td>
<td align="char" char=".">4</td>
<td align="char" char=".">5.0</td>
</tr>
<tr>
<td align="left">&#x2014;</td>
<td align="center">Yes</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">4</td>
<td align="char" char=".">5.0</td>
</tr>
<tr>
<td align="left">&#x2014;</td>
<td align="center">Yes</td>
<td align="center">Yes</td>
<td align="char" char=".">17</td>
<td align="char" char=".">21.3</td>
</tr>
<tr>
<td align="left">Retro</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">1</td>
<td align="char" char=".">1.3</td>
</tr>
<tr>
<td align="left">Retro</td>
<td align="center">&#x2014;</td>
<td align="center">Yes</td>
<td align="char" char=".">3</td>
<td align="char" char=".">3.8</td>
</tr>
<tr>
<td align="left">Retro</td>
<td align="center">Yes</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">0</td>
<td align="char" char=".">0.0</td>
</tr>
<tr>
<td align="left">Retro</td>
<td align="center">Yes</td>
<td align="center">Yes</td>
<td align="char" char=".">27</td>
<td align="char" char=".">33.8</td>
</tr>
<tr>
<td align="left">Antero</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">0</td>
<td align="char" char=".">0.0</td>
</tr>
<tr>
<td align="left">Antero</td>
<td align="center">&#x2014;</td>
<td align="center">Yes</td>
<td align="char" char=".">2</td>
<td align="char" char=".">2.5</td>
</tr>
<tr>
<td align="left">Antero</td>
<td align="center">Yes</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">0</td>
<td align="char" char=".">0.0</td>
</tr>
<tr>
<td align="left">Antero</td>
<td align="center">Yes</td>
<td align="center">Yes</td>
<td align="char" char=".">20</td>
<td align="char" char=".">25.0</td>
</tr>
<tr>
<td align="left">Antero, Retro</td>
<td align="center">Yes</td>
<td align="center">Yes</td>
<td align="char" char=".">1</td>
<td align="char" char=".">1.3</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The distributions of the changes in overall HT severity, amplitude, and frequency are provided in <xref ref-type="fig" rid="F1">Figure 1</xref>. One participant had identical peak frequency for both null and midline postures. Paired t-tests revealed no difference in severity (<italic>t</italic> &#x3d; &#x2212;0.23, <italic>p</italic> &#x3d; 0.81), amplitude (<italic>t</italic> &#x3d; &#x2212;0.80, <italic>p</italic> &#x3d; 0.43), and frequency (<italic>t</italic> &#x3d; 1.48, <italic>p</italic> &#x3d; 0.14) between the two postures.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Changes in HT as patients go from the null posture to holding their head straight at midline (N &#x3d; 80). Rows correspond to: [upper, <bold>(A&#x2013;C)</bold>] parallel plots showing magnitudes in null and midline postures for every participant, and [lower, <bold>(D&#x2013;F)</bold>] distributions of changes in magnitude [vertical lines represent no change (solid), and thresholds for one-point change in HTS (dashed) and TWSTRS-2 HT (dotted)]. Columns correspond to CMOR measures of: <bold>(A,D)</bold> overall HT severity, <bold>(B,E)</bold> log peak power (&#x201c;amplitude&#x201d;) and <bold>(C,F)</bold> frequency. <bold>(F)</bold> One participant had identical peak frequency between the null and midline postures and was excluded from the plot.</p>
</caption>
<graphic xlink:href="dyst-01-10684-g001.tif"/>
</fig>
<p>Of the 80 participants, the number exhibiting absolute changes greater than the OPC in TWSTRS-2 was: 1 for severity, 1 for amplitude, and 0 for frequency. Chi-square tests revealed no changes in severity (&#x3c7;<sup>2</sup> &#x3d; 2.37, <italic>p</italic> &#x3d; 0.12), and amplitude (&#x3c7;<sup>2</sup> &#x3d; 2.37, <italic>p</italic> &#x3d; 0.12). The number exhibiting absolute changes greater than the OPC in HTS were: 22 for severity, 20 for amplitude, and 3 for frequency. Chi-square tests showed that across the cohort, a significant proportion of participants had absolute changes greater than the OPC in HTS for severity (&#x3c7;<sup>2</sup> &#x3d; 85.26, <italic>p</italic> &#x3c; 0.0001) and amplitude (&#x3c7;<sup>2</sup> &#x3d; 67.37, <italic>p</italic> &#x3c; 0.0001) but not for frequency (&#x3c7;<sup>2</sup> &#x3d; 0.26, <italic>p</italic> &#x3d; 0.6080). Of the participants with absolute changes greater than the OPC, 10 participants increased and 12 decreased in severity, 7 increased and 13 decreased in amplitude, and 2 increased and 1 decreased in frequency. For all but one participant (bottom right quadrant, <xref ref-type="fig" rid="F2">Figure 2</xref>), either amplitude or frequency changed but not both (<xref ref-type="fig" rid="F2">Figure 2</xref>). Two-sided Chi-square tests showed that participants with absolute changes greater than the OPC had no tendency to increase or decrease in severity (&#x3c7;<sup>2</sup> &#x3d; 1.82, <italic>p</italic> &#x3d; 0.67), amplitude (&#x3c7;<sup>2</sup> &#x3d; 1.80, <italic>p</italic> &#x3d; 0.18), and frequency (&#x3c7;<sup>2</sup> &#x3d; 0.33, <italic>p</italic> &#x3d; 0.56).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Log peak power and frequency changes from Drift to Straight (N &#x3d; 80). Horizontal and vertical dashed lines represent changes in CMOR metric that corresponds to a one-point change in HTS severity rating. Horizontal and vertical solid lines represent no change in log peak power and frequency, respectively.</p>
</caption>
<graphic xlink:href="dyst-01-10684-g002.tif"/>
</fig>
<p>The MDC was estimated to be 1.12 for overall HT severity, 0.72 for amplitude, and 1.71&#xa0;Hz for frequency. An overwhelming majority had absolute changes less than the MDC. For amplitude, 16 (20%) participants displayed changes greater than the MDC; 7 increased and 9 decreased at midline. For frequency, 10 (12.5%) participants displayed changes greater than the MDC; 7 increased (from 1&#x2013;3&#xa0;Hz to 3&#x2013;6&#xa0;Hz) and 3 decreased (from 3&#x2013;6&#xa0;Hz to 1&#x2013;3&#xa0;Hz) at midline.</p>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>We used our computer vision system, CMOR, to quantify HT changes in severity, amplitude, and frequency from videos recorded when participants are instructed to let their head drift to its null posture and then hold their head straight at midline. For most participants, this change in posture did not predictably affect HT in CD. This contrasts with the common clinical impression that the null posture minimizes HT and a posture against the null exacerbates HT. There are multiple potential reasons for this discrepancy. First, the impression may have arisen because human observers are biased to recall patients (<xref ref-type="bibr" rid="B9">9</xref>) whose HT is alleviated in the null position. Second, the common impression may be the result of preferential ascertainment of severe cases (<xref ref-type="bibr" rid="B10">10</xref>). Relatedly, it could be biased by a slightly different examination protocol in which participants go beyond midline to a posture fully opposite their null posture. This would be expected to induce greater change in HT than the midline posture. The midline posture is in the same direction, but not of the same magnitude, as the posture fully opposite the null. Third, in our procedure, we use the power at the peak frequency, commonly used for quantifying tremor (<xref ref-type="bibr" rid="B11">11</xref>,<xref ref-type="bibr" rid="B12">12</xref>). Human perception may integrate information across a broader range of frequencies.</p>
<p>We related our objective CMOR measures of change to: 1) one-point changes (OPC) anchored by the TWSTRS-2 and HTS clinical assessments, and 2) minimal detectable changes (MDC). Relative to an OPC in TWSTRS-2, no participants exhibited changes in either severity, amplitude, or frequency. Relative to an OPC in HT severity score (HTS), approximately 25% of participants exhibited changes greater than the OPC in severity and amplitude, but not frequency. This is consistent with studies that found an effect of head posture on amplitude (<xref ref-type="bibr" rid="B4">4</xref>,<xref ref-type="bibr" rid="B13">13</xref>), but not in frequency (<xref ref-type="bibr" rid="B4">4</xref>). Of those who displayed changes greater than the OPC in HTS, some participants&#x2019; severity, amplitude, or frequency increased while other participants decreased. This suggests there may be three possible subtypes of CD HT: 1) worse in null, 2) worse in midline, and 3) similar in both. Although one study found no changes in peak frequency using the more sensitive search coil method, there was a focus on sinusoidal HT (<xref ref-type="bibr" rid="B4">4</xref>). Meanwhile, frequency changes were found for non-sinusoidal HT (<xref ref-type="bibr" rid="B13">13</xref>). Thus, based on our results, non-sinusoidal HT may exhibit posture-dependent changes in peak frequency that could be detected in both video- and search coil-based measures.</p>
<p>It could also be argued that a one-point change in the HTS scale (0&#x2013;10) is below the resolution of human perception. In previous tremor studies, the minimum change perceptible was estimated to be 1 point on a 5-point scale for HT (<xref ref-type="bibr" rid="B14">14</xref>) and 2 points on a 10-point scale for hand tremor (<xref ref-type="bibr" rid="B15">15</xref>,<xref ref-type="bibr" rid="B16">16</xref>). If those thresholds were applied to participants in our study, the changes in HT that we measured between the two postures would not be clinically perceptible.</p>
<p>Relative to estimated MDCs, most participants had no changes in amplitude and frequency when going from null to midline. Of the 20% with HT amplitude changes greater than the MDC, more participants exhibited decreases than increases. Conversely, of the 12.5% of participants with HT frequency changes greater than our MDC, more participants exhibited increases than decreases. These instances of large frequency change may result from qualitative changes in head movement from HT to low-frequency dystonic movement and vice versa. Our results based on MDC and OPC are consistent, and support the conclusion that most participants in our cohort did not exhibit changes in HT.</p>
<p>This study has a few limitations. First, the video segments utilized may not fully capture the variability of HT. The video segment when participants were instructed to hold their head straight at midline is against, though not fully opposite to, the dystonic posture. In our study, we do not have video data to determine the effect that a posture fully opposite to the null posture would have on HT. Additional sampling across more video segments may better capture the full variability of HT. Second, peak frequencies close to 1&#xa0;Hz may reflect an artifact of the lower cutoff frequency and large amplitude, irregular movements that may or may not be labelled as HT by clinical observation. Although by prior convention (<xref ref-type="bibr" rid="B17">17</xref>) we used a lower cutoff frequency of 1&#xa0;Hz, future studies should consider using a lower cutoff frequency to detect slower components of head movements that some may label as tremor. Third, although the HTS is more granular, in contrast to the TWSTRS-2, it has not been validated.</p>
<p>Although clinicians recognize that HT may vary on a moment-to-moment basis depending on the posture of the head, objective measures across a large cohort suggest HT is not exacerbated at midline.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data Availability Statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: Dystonia Coalition (<ext-link ext-link-type="uri" xlink:href="https://www1.rarediseasesnetwork.org/cms/dystonia">https://www1.rarediseasesnetwork.org/cms/dystonia</ext-link>).</p>
</sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by the Human Research Protection Offices at Washington University School of Medicine, Rush University Medical Center, and University of California, San Diego (protocol 111255X). The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>JV: software, formal analysis, investigation, data curation, writing&#x2014;original draft, writing&#x2014;review and editing, and visualization. EC: data curation, writing&#x2014;review and editing. JZ: writing&#x2014;original draft, writing&#x2014;review and editing. HL and SP: writing&#x2014;review and editing. JJ, SF, and RB: resources. CG: resources, writing&#x2014;review and editing. JP and HJ: resources, writing&#x2014;review and editing, and funding acquisition. GS: methodology, formal analysis, investigation, writing&#x2014;review and editing. RE: conceptualization, methodology, investigation, writing&#x2014;review and editing. CC: conceptualization, methodology, investigation, writing&#x2014;original draft, writing&#x2014;review and editing, and funding acquisition. DP: conceptualization, methodology, software, formal analysis, investigation, writing&#x2014;original draft, writing&#x2014;review and editing, supervision, project administration, and funding acquisition.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This research was conducted under the auspices of the Dystonia Coalition, which is part of the Rare Diseases Clinical Research Network, an initiative funded by the Office of Rare Diseases Research at the National Center for Advancing Translational Sciences (U54 TR001456) in collaboration with the National Institute of Neurological Disorders and Stroke (U54 NS065701 and U54 NS116025) at the National Institute of Health (NIH). This work was also supported by the Office of the Assistant Secretary of Defense for Health Affairs, through the Peer-Reviewed Medical Research Program under Awards W81XWH-17-1-0393 and W81XWH-19-1-0146.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s9">
<title>Author Disclaimer</title>
<p>Opinions, interpretations, conclusions, and recommendations are those of the authors and are not necessarily endorsed by the Department of Defense.</p>
</sec>
<ack>
<p>We gratefully acknowledge assistance from the WUSM Biorepository team, including Laura Wright for managing video recording and clinical data intake, and Matt Hicks for technical support.</p>
</ack>
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