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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Hum. Neurosci.</journal-id>
<journal-title>Frontiers in Human Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Hum. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-5161</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnhum.2023.1229055</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>Postural control deficits due to bilateral pyramidal tract lesions exemplified by hereditary spastic paraplegia (HSP) originate from increased feedback time delay and reduced long-term error corrections</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Dalin</surname> <given-names>Daniela</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/192616/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wiesmeier</surname> <given-names>Isabella Katharina</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/239760/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Heimbach</surname> <given-names>Bernhard</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2508751/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Weiller</surname> <given-names>Cornelius</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/33696/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Maurer</surname> <given-names>Christoph</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/191690/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neurology and Neurophysiology, Medical Faculty, University Medical Center, University of Freiburg</institution>, <addr-line>Freiburg im Breisgau</addr-line>, <country>Germany</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Psychiatry and Psychotherapy, University of T&#x00FC;bingen</institution>, <addr-line>T&#x00FC;bingen</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jia Han, Shanghai University of Medicine and Health Sciences, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Alice Barbara Schindler, National Institute of Neurological Disorders and Stroke (NIH), United States; Marcondes C. Fran&#x00E7;a Jr, State University of Campinas, Brazil</p></fn>
<corresp id="c001">&#x002A;Correspondence: Christoph Maurer, <email>christoph.maurer@uniklinik-freiburg.de</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>12</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>17</volume>
<elocation-id>1229055</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>11</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Dalin, Wiesmeier, Heimbach, Weiller and Maurer.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Dalin, Wiesmeier, Heimbach, Weiller and Maurer</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>Pyramidal tract lesions determine the clinical syndrome of Hereditary Spastic Paraplegia (HSP). The clinical impairments of HSP are typically exemplified by their deficits in mobility, leading to falls and injuries. The first aim of this study was to identify the cause for postural abnormalities caused by pyramidal tract lesions in HSP. The second aim was to specify the effect of treadmill training for postural abnormalities. We examined nine HSP patients before and after treadmill training, as well as nine healthy control subjects during perturbed and unperturbed stance. We found that HSP was associated with larger sway amplitudes and velocities. Body excursions following platform tilts were larger, and upper body excursions showed a phase lead. Model-based analysis detected a greater time delay and a reduced long-term error correction of postural reactions in the center of mass. HSP patients performed significantly better in clinical assessments after treadmill training. In addition, treadmill training reduced sway amplitudes and body excursions, most likely by increasing positional and velocity error correction gain as a compensatory mechanism, while the time delay and long-term error correction gain remained largely unaffected. Moreover, the upper body&#x2019;s phase lead was reduced. We conclude that HSP leads to very specific postural impairments. While postural control generally benefits from treadmill training, the effect seems to mainly rely on compensatory mechanisms, whereas the original deficits are not affected significantly.</p>
</abstract>
<kwd-group>
<kwd>postural control</kwd>
<kwd>pyramidal tract</kwd>
<kwd>sensorimotor system</kwd>
<kwd>hereditary spastic paraplegia</kwd>
<kwd>model</kwd>
<kwd>exercise</kwd>
</kwd-group>
<contract-sponsor id="cn001">European Commission<named-content content-type="fundref-id">10.13039/501100000780</named-content></contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="40"/>
<page-count count="9"/>
<word-count count="6603"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Motor Neuroscience</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1 Introduction</title>
<p>Hereditary Spastic Paraplegia (HSP) impairs full body posture leading often to falls and injuries (<xref ref-type="bibr" rid="B27">Nonnekes et al., 2017</xref>). The clinical presentation of HSP is mainly attributable to pyramidal tract lesions. Among different forms of the disease, mere lower limb spasticity and bladder disturbances are described as &#x201C;pure&#x201D; or &#x201C;uncomplicated,&#x201D; whereas they are classified as &#x201C;complicated&#x201D; when associated with other neurological signs (<xref ref-type="bibr" rid="B34">Salinas et al., 2008</xref>; <xref ref-type="bibr" rid="B13">Fink, 2013</xref>). Age of symptom onset, rate of progression, and degree of disability vary among the types of HSP, as well as within individual families with precisely the same gene mutation (<xref ref-type="bibr" rid="B14">Fink and Hedera, 1999</xref>; <xref ref-type="bibr" rid="B13">Fink, 2013</xref>).</p>
<p>The clinical assessment of pyramidal tract lesions is usually based on exaggerated tendon reflexes and muscle hypertonia in relaxed patients (<xref ref-type="bibr" rid="B11">Dietz and Sinkjaer, 2007</xref>). There is evidence, however, that these assessments correlate weakly with functional deficits of stance and gait (e.g., <xref ref-type="bibr" rid="B8">Burne et al., 2005</xref>; <xref ref-type="bibr" rid="B11">Dietz and Sinkjaer, 2007</xref>; in stroke patients, <xref ref-type="bibr" rid="B25">Nardone et al., 2001</xref>).</p>
<p>Neurophysiological correlates of pyramidal tract lesions have been described as impaired control of supraspinal drive and the use of afferent input, impaired reflex activity modulation, and abnormally prolonged motor conduction time (<xref ref-type="bibr" rid="B17">J&#x00F8;rgensen et al., 2005</xref>; <xref ref-type="bibr" rid="B11">Dietz and Sinkjaer, 2007</xref>). Secondary anomalies in muscle fibers might compensate for paresis and allow functional movements on a simpler organizational level (<xref ref-type="bibr" rid="B11">Dietz and Sinkjaer, 2007</xref>). However, the functional correlates of pyramidal tract lesions-induced postural impairments remain unknown.</p>
<p>Attempts to characterize pyramidal tract lesions from a more technical perspective include measuring joint torque increases or stretch reflex responses (<xref ref-type="bibr" rid="B19">Le Cavorzin et al., 2001</xref>; <xref ref-type="bibr" rid="B2">Alibiglou et al., 2008</xref>; <xref ref-type="bibr" rid="B9">Calota and Levin, 2009</xref>). Recent studies addressed the objective evaluation of gait in HSP patients (e.g., <xref ref-type="bibr" rid="B6">Bonnefoy-Mazure et al., 2013</xref>; <xref ref-type="bibr" rid="B37">Serrao et al., 2016</xref>). Again, the impact on postural impairments remains unclear.</p>
<p>Research on exercise therapies revealed that treadmill training improves gait parameters in patients with pyramidal tract lesions caused by various neurological diseases, i.e., cerebral palsy (<xref ref-type="bibr" rid="B16">Hodapp et al., 2009</xref>), stroke (<xref ref-type="bibr" rid="B24">Mehrholz et al., 2017</xref>) or spinal cord injury (<xref ref-type="bibr" rid="B31">Phadke et al., 2007</xref>). <xref ref-type="bibr" rid="B33">Pohl et al. (2002)</xref> advanced treadmill training by establishing a &#x201C;Structured Speed-Dependent Treadmill Training&#x201D; (STT). It proved to be superior to classic treadmill or conventional gait training to improve gait parameters, whereas effects on postural stability are still unknown.</p>
<p>Clinical assessments of postural control include the examination of stance and gait, usually in combination with absent or altered sensorimotor information (e.g., Romberg&#x2019;s Test), but clinicians still have no standard means of measuring postural control.</p>
<p>Few studies have evaluated HSP patients&#x2019; postural control (<xref ref-type="bibr" rid="B25">Nardone et al., 2001</xref>; <xref ref-type="bibr" rid="B26">Nonnekes et al., 2013</xref>), and most evaluated pyramidal tract lesions in diseases affecting one limb or the limbs on one side, e.g., stroke-induced. We can assume that pyramidal tract lesions affecting both legs may lead to diverse study results as patients cannot rely on one healthy limb.</p>
<p>There is evidence that a perturbation-based approach enables the identification of sensorimotor parameters like response gain and phase, upper vs. lower body strategy, sensorimotor latencies, and sensory channels involved in mechanisms of postural control. It is based on the relationship between external perturbations of the body support surface and the human body&#x2019;s reaction in space (<xref ref-type="bibr" rid="B12">Engelhart et al., 2014</xref>; <xref ref-type="bibr" rid="B29">Pasma et al., 2014</xref>; <xref ref-type="bibr" rid="B40">Wiesmeier et al., 2017</xref>).</p>
<p>In this pilot study we aimed to identify underlying mechanisms of postural deficits in &#x201C;uncomplicated&#x201D; HSP patients as a typical example for an impaired pyramidal tract taking a perturbation-based approach. We expected that HSP patients would differ in their postural-control mechanisms from healthy subjects. Moreover, we hypothesized that postural abnormalities would be well characterized by model-based analysis of externally perturbed stance. Finally, we hypothesized that HSP patients&#x2019; postural control is modulated by STT and that beneficial effects of treadmill training might not be confined to gait parameters, but also encompass postural stability.</p>
</sec>
<sec id="S2">
<title>2 Patients and methods</title>
<sec id="S2.SS1">
<title>2.1 Experimental design and statistical analysis</title>
<p>Nine HSP patients (6 male, 3 female) with a mean age of 55.2 &#x00B1; 5.3 years (&#x00B1; SD) participated in this pilot study. They suffered from &#x201C;uncomplicated&#x201D; HSP with late onset (mean age of onset 43.2 &#x00B1; 8.6 years; &#x00B1; SD) and a mean disease duration of 12 &#x00B1; 6.4 years (&#x00B1; SD). Six patients had a known genetic defect leading to HSP (see <xref ref-type="table" rid="T1">Table 1</xref>). The other 3 patients were considered to suffer from a sporadic form or yet unknown mutation. All patients were able to walk with different walking aids. <xref ref-type="table" rid="T1">Table 1</xref> summarizes their clinical information.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Clinical characteristics of the HSP group.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Patient No.</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Age (years)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Genetic phenotype</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Age at disease onset</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Disease duration (years)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Years since diagnosis</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">&#x2212;<xref ref-type="table-fn" rid="t1fns1">&#x002A;</xref></td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">13</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">SPG 4</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">59</td>
<td valign="top" align="center">SPG 4</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">11</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">&#x2212;<xref ref-type="table-fn" rid="t1fns1">&#x002A;</xref></td>
<td valign="top" align="center">46</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">4</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">SPG 4</td>
<td valign="top" align="center">30</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">13</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">56</td>
<td valign="top" align="center">SPG 4</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">5</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">&#x2212;<xref ref-type="table-fn" rid="t1fns1">&#x002A;</xref></td>
<td valign="top" align="center">46</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center">59</td>
<td valign="top" align="center">SPG 10</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">4</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">SPG 4</td>
<td valign="top" align="center">38</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">10</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Mean</bold></td>
<td valign="top" align="center"><bold>55.2</bold></td>
<td valign="top" align="center"><bold>5x SPG 4</bold></td>
<td valign="top" align="center"><bold>43.2</bold></td>
<td valign="top" align="center"><bold>12.0</bold></td>
<td valign="top" align="center"><bold>7.3</bold></td>
</tr>
<tr>
<td valign="top" align="left"><bold>SD</bold></td>
<td valign="top" align="center"><bold>5.3</bold></td>
<td/>
<td valign="top" align="center"><bold>8.6</bold></td>
<td valign="top" align="center"><bold>6.4</bold></td>
<td valign="top" align="center"><bold>4.3</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t1fns1"><p>SD, standard deviation. &#x002A;No known genetic phenotype found.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The control group consisted of nine healthy subjects who did not differ significantly from the HSP patients in terms of age, body height, body mass and body mass index (BMI, <italic>p</italic> &#x003E; 0.05).</p>
<p>All patients and subjects gave their written informed consent in accordance with the Declaration of Helsinki. The study protocol was approved by the Ethics Committee of the University of Freiburg (IRB # 256/01).</p>
</sec>
<sec id="S2.SS2">
<title>2.2 Clinical assessments</title>
<p>Patients were examined thoroughly by an experienced neurologist (BH), including tests with the Rydal-Seiffer tuning fork. We also assessed nerve conduction time and somatosensory evoked potentials in all but two patients who were within the normal range. Patients also completed standardized questionnaires and the testing of motor skills (see below) before and after treadmill training. None of the patients suffered from ataxia, peripheral neuropathy, or parkinsonism.</p>
<p>Our exclusion criteria comprised the features of complicated HSP: the degenerative process affects multiple parts of the nervous system and presents clinically with additional features like neuropathy, ataxia, cognitive impairment, seizures, optic atrophy, amyotrophy, and extrapyramidal involvement. We scored the following features in particular: mental retardation, dementia, psychosis, epilepsy, visual loss, cataract, gaze evoked nystagmus, dysarthria, dysphagia, limb ataxia, gait ataxia, extrapyramidal motor signs, muscle wasting UEX, muscle wasting LEX, loss of reflexes UEX (upper extremity), loss of reflexes LEX (lower extremity), impaired touch sense, impaired pinprick sensation, impaired vibration sense, impaired joint position sense, impaired temperature discrimination, facial dysmorphism, skin abnormalities, skeletal abnormalities, Botox in the last 3 months. We had to rule out one patient with additional peripheral neuropathy.</p>
<p>The severity of spastic paraplegia was quantified via the Spastic Paraplegia Rating Scale (SPRS, <xref ref-type="bibr" rid="B36">Sch&#x00FC;le et al., 2006</xref>). This scale rates spasticity, muscle weakness, contractures and pain as well as typical activities of daily living prone to being affected by HSP. We also employed the Barthel index to assess restrictions of daily living activities (<xref ref-type="bibr" rid="B20">Mahoney and Barthel, 1965</xref>).</p>
<p>According to the modified Ashworth scale (<xref ref-type="bibr" rid="B5">Bohannon and Smith, 1987</xref>; <xref ref-type="bibr" rid="B28">Pandyan et al., 1999</xref>), spasticity was rated for hip, knee, upper ankle joint and toes and averaged for each subject.</p>
<p>Motor function was further assessed with the Tinetti Balance and Gait Test (<xref ref-type="bibr" rid="B38">Tinetti, 1986</xref>) which is commonly used in clinical practice and addresses gait and balance in two subscales.</p>
<p>Patients also performed the Timed Up-and-Go Test (TUG, <xref ref-type="bibr" rid="B32">Podsiadlo and Richardson, 1991</xref>) used to examine the time needed to rise from a chair, walk three meters straight, turn around, walk back and sit down. We also measured the maximum walking speed and maximum distance on the treadmill during 30 min walking at the second and the last training session.</p>
</sec>
<sec id="S2.SS3">
<title>2.3 Procedures</title>
<p>Details of the experimental procedures are similar to <xref ref-type="bibr" rid="B39">Wiesmeier et al. (2015)</xref>.</p>
<p>Subjects stood (as naturally and comfortably as possible) upright on a custom-built motion platform, stance width was adapted to shoulder width (<xref ref-type="fig" rid="F1">Figure 1A</xref>). For security reasons, all subjects held two handles in their hands that were attached to ropes hanging loosely from the ceiling. The handles and ropes enabled no spatial orientation (<xref ref-type="bibr" rid="B7">Buettner et al., 2017</xref>). Unperturbed stance was investigated on the stationary platform. Subjects performed six trials distributed into three repetitions, each with eyes open and with eyes closed. One trial consisted of 2 minutes of quiet standing with pauses for rest in between.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Experimental setup and raw traces of unperturbed and perturbed stance. <bold>(A)</bold> Subject standing on the platform. <bold>(B&#x2013;D)</bold> Exemplarily illustrate the raw traces of 2D center of pressure (COP)-movements during unperturbed stance of two representative subjects, one of the control group <bold>(B)</bold> and one of the HSP group before [pre; <bold>(C)</bold>] and after [post; <bold>(D)</bold>] treadmill training while standing with closed eyes. a-p, anterior-posterior, m-l, medio-lateral, HSP, Hereditary Spastic Paraplegia. <bold>(E&#x2013;G)</bold> Show the pseudo random stimulus <bold>(G)</bold> and group averages for upper body [UB; <bold>(E)</bold>] and lower body [LB; <bold>(F)</bold>] angular excursions in degrees (deg) during perturbed stance. Shown are representative subjects of each the control group (black dotted line), and the HSP group before (blue line) and after training (red dotted line). The stimulus amplitude of platform rotations was one degree, subjects stood with eyes closed (EC). Note that the average time series differ mainly at maximum body excursions.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnhum-17-1229055-g001.tif"/>
</fig>
<p>Perturbed stance was assessed by the subjects&#x2019; postural responses to transient tilts of the moving platform in the anterior-posterior direction (a-p, sagittal plane). <xref ref-type="fig" rid="F1">Figure 1G</xref> shows the time course of the tilt stimulus, which relies on a pseudorandom ternary sequence of numbers (PRTS). One stimulus cycle lasted 20 s and was repeated six times (during each 2 min-trial). Peak-to-peak amplitude was either 0.5 or 1&#x00B0;. During the six trials (three repetitions per amplitude), subjects kept their eyes closed. The HSP group performed the platform experiments before and after 10 days of intensive treadmill training, whereas the control group underwent the platform experiments only once.</p>
</sec>
<sec id="S2.SS4">
<title>2.4 Data acquisition and analysis</title>
<p>During unperturbed stance, we recorded the two-dimensional center of pressure (COP) sway path with the help of a force transducing system (Kistler platform type 9286, Winterthur, Switzerland<sup>&#x00AE;</sup>). <xref ref-type="fig" rid="F1">Figures 1B&#x2013;D</xref> shows the COP sway path of one representative control subject and the same HSP patient before and after training. Root mean square (RMS; sway amplitude), Mean Velocity (MV; sway velocity) and 50%-frequency of body sway (F50; frequency content of sway) were extracted from COP measures using custom-made software programmed in MATLAB<sup>&#x00AE;</sup> (The MathWorks Inc., Natick, MA, USA). All values were calculated for single subjects and subsequently summarized in a group mean.</p>
<p>Furthermore, we measured the position of the body segments in space using an optoelectronic device with markers placed at the subjects&#x2019; shoulder and hip and on the platform (Optotrak<sup>&#x00AE;</sup> 3020, Waterloo, ON, Canada). Optotrak and Kistler outputs as well as stimulus signals were recorded with software programmed in LabView<sup>&#x00AE;</sup> (National Instruments, Austin, TX, USA).</p>
<p>We obtained upper body (UB) and lower body (LB) excursions in space from 3-D translational and angular positions of each marker. Stimulus-response data on perturbed stance was calculated using a discrete Fourier transformation (DFT) in MATLAB. From Fourier coefficients of stimulus and response time series, we calculated transfer functions, i.e., gain, phase and coherence values across five cycles in the stimulus presentation. The first cycle was discarded due to transient posture adjustments before reaching a steady state (<xref ref-type="fig" rid="F1">Figures 1E, F</xref>). Gain values relate the body&#x2019;s response (postural reaction; upper and lower body angle) to the stimulus (external perturbation; platform angle). For example, a gain value more than one indicates amplified external perturbation. Phase is the relative delay between the stimulus and body&#x2019;s reaction. For example, phase advance is indicated by more positive phase values. Coherence helps to estimate the linear relationship between stimulus and response. A coherence value of zero implies no linear relationship, whereas a coherence value of one implies a perfect linear relationship. Gain, phase and coherence depend on frequency (see <xref ref-type="bibr" rid="B30">Peterka, 2002</xref>).</p>
</sec>
<sec id="S2.SS5">
<title>2.5 Parameter identification technique</title>
<p>Transfer functions were implemented into an established biomechanical model of human stance (e.g., <xref ref-type="bibr" rid="B22">Maurer and Peterka, 2005</xref>; <xref ref-type="bibr" rid="B12">Engelhart et al., 2014</xref>). The human body is modeled as an inverted pendulum with the center of rotation at the ankle joint. Deviations from an upright position are fed back into the model via vestibular and proprioceptive sensors. A weighting mechanism determines the individual importance of the information from the proprioceptive system (Wp). A time delay (Td) takes into account the human sensory-motor-conduction and central processing time. The inverted pendulum is stabilized via a PID controller mimicking active stiffness (Kp), damping (Kd), and integral properties (Ki) of the body. Moreover, passive stiffness (Ppas) and passive damping (Dpas) are included in the model. Using a MATLAB-based script, the model&#x2019;s settings are optimized with the &#x201C;fmincon&#x201D; function until the mean standard error (mse) between measured and modeled transfer functions is minimal.</p>
</sec>
<sec id="S2.SS6">
<title>2.6 Treadmill training</title>
<p>Our study&#x2019;s HSP group performed a &#x201C;Structured Speed-Dependent Treadmill Training&#x201D; (STT) according to <xref ref-type="bibr" rid="B33">Pohl et al. (2002)</xref> lasting 30 min every day over a 2-week period. Adapted to each patient&#x2019;s walking ability, 5 patients received 20% body weight support (BWS) during treadmill training. Four patients with BWS needed intermittent help with foot placement too.</p>
</sec>
<sec id="S2.SS7">
<title>2.7 Statistical analyses</title>
<p>We performed statistical analyses with Microsoft Excel and JMP<sup>&#x00AE;</sup> (SAS Institute Inc., Cary, NC, USA). First, we tested the normal distribution with the Kolmogorov-Smirnov test. Statistical significance between HSP patients before treadmill training and the healthy control group was then examined applying analyses of variance (ANOVA) with the between-subjects variable &#x201C;group&#x201D; (HSP patients, control subjects). For unperturbed stance, we chose visual condition (eyes open, eyes closed) and sway direction (mediolateral, anteroposterior) as within-subjects variables. For externally perturbed stance we applied stimulus amplitude (0.5 and 1&#x00B0;) and body segment (hip, shoulder) as within-subjects variables. We also tested the effect of treadmill training on postural control of HSP patients via multivariate analyses of variance (MANOVA) with &#x201C;time&#x201D; as the repeated measure variable. Statistical significance was assumed at <italic>p</italic> &#x2264; 0.05. To estimate the effect of treadmill training on clinical assessments, we adjusted the significance levels for multiple comparisons.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>3 Results</title>
<sec id="S3.SS1">
<title>3.1 Clinical assessments</title>
<p><xref ref-type="table" rid="T2">Table 2</xref> shows an overview of our clinical assessment findings. Prior to treadmill training (pre) the average Spastic Paraplegia Rating Scale (SPRS) amounted to 21.1 &#x00B1; 8.2 (mean &#x00B1; SD; 52 points = maximal impairment), after treadmill training (post) the SPRS was significantly reduced (17.8 &#x00B1; 7.1; <italic>F</italic> = 7.6, <italic>p</italic> = 0.03). Treadmill training significantly reduced the average Ashworth scale score of 1.8 &#x00B1; 0.9 before training to 1.5 &#x00B1; 0.8 (both &#x201C;slight increase in muscle tone&#x201D;; <italic>F</italic> = 10.3, <italic>p</italic> = 0.01). Treadmill training also significantly increased the maximum walking distance (pre 1104 &#x00B1; 279 m, post 1669 &#x00B1; 665 m; <italic>F</italic> = 6.3, <italic>p</italic> = 0.04) and maximum walking speed (pre 2.7 &#x00B1; 0.8 m/s, post 3.8 &#x00B1; 1.3 m/s, <italic>F</italic> = 15.6, <italic>p</italic> = 0.006), whereas it only slightly reduced the time needed to do the Timed Up and Go Test (TUG, pre 21.7 &#x00B1; 12.8 s, post 19.4 + /10.7 s; <italic>F</italic> = 0.5, <italic>p</italic> = 0.5). Moreover, it ameliorated slightly the performance of patients in the Tinetti Balance and Gait Test, thereby lowering the risk of falls (total score pre 17.3 &#x00B1; 5.3, &#x201C;high risk for falls,&#x201D; post 19.8 &#x00B1; 4.5, &#x201C;risk for falls&#x201D;; <italic>F</italic> = 4.8, <italic>p</italic> = 0.06; <xref ref-type="table" rid="T2">Table 2</xref>). Seven of the nine patients scored 100 in the Barthel index, one 95 and one 90. At the end of treadmill training, the number of patients needing body weight support (BWS) was reduced from five to two. All patients were able to walk independently; help with foot placement was no longer necessary.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Clinical assessments.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Pat. no.</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">SPRS sum</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">SPRS sum</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">ASH mean</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">ASH mean</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Tinetti sum</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Tinetti sum</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Max Vel. (m/s)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Max Vel. (m/s)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Max Dist. (m)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Max Dist. (m)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">TUG (s)</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">TUG (s)</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center"><bold>Pre</bold></td>
<td valign="top" align="center"><bold>Post</bold></td>
<td valign="top" align="center"><bold>Pre</bold></td>
<td valign="top" align="center"><bold>Post</bold></td>
<td valign="top" align="center"><bold>Pre</bold></td>
<td valign="top" align="center"><bold>Post</bold></td>
<td valign="top" align="center"><bold>Pre</bold></td>
<td valign="top" align="center"><bold>Post</bold></td>
<td valign="top" align="center"><bold>Pre</bold></td>
<td valign="top" align="center"><bold>Post</bold></td>
<td valign="top" align="center"><bold>Pre</bold></td>
<td valign="top" align="center"><bold>Post</bold></td>
</tr>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">38</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">2.67</td>
<td valign="top" align="center">1.67</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">3.2</td>
<td valign="top" align="center">700</td>
<td valign="top" align="center">1210</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">34.6</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">1.33</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">2.6</td>
<td valign="top" align="center">4.2</td>
<td valign="top" align="center">1280</td>
<td valign="top" align="center">1460</td>
<td valign="top" align="center">21.7</td>
<td valign="top" align="center">17.9</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">2.67</td>
<td valign="top" align="center">2.33</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">3.1</td>
<td valign="top" align="center">1070</td>
<td valign="top" align="center">1518</td>
<td valign="top" align="center">13.1</td>
<td valign="top" align="center">13.2</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">5.1</td>
<td valign="top" align="center">1335</td>
<td valign="top" align="center">2355</td>
<td valign="top" align="center">15.1</td>
<td valign="top" align="center">11.6</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">3.00</td>
<td valign="top" align="center">2.67</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">14</td>
<td valign="top" align="center">1.4</td>
<td valign="top" align="center">1.4</td>
<td valign="top" align="center">710</td>
<td valign="top" align="center">710</td>
<td valign="top" align="center">27.6</td>
<td valign="top" align="center">40</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">23</td>
<td valign="top" align="center"><sup>#</sup></td>
<td valign="top" align="center">1.33</td>
<td valign="top" align="center"><sup>#</sup></td>
<td valign="top" align="center">17</td>
<td valign="top" align="center"><sup>#</sup></td>
<td valign="top" align="center">2</td>
<td valign="top" align="center"><sup>#</sup></td>
<td valign="top" align="center">1070</td>
<td valign="top" align="center"><sup>#</sup></td>
<td valign="top" align="center">21.7</td>
<td valign="top" align="center"><sup>#</sup></td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">3.5</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">1000</td>
<td valign="top" align="center">2940</td>
<td valign="top" align="center">9.7</td>
<td valign="top" align="center">8.4</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">3.5</td>
<td valign="top" align="center">4.2</td>
<td valign="top" align="center">1640</td>
<td valign="top" align="center">1930</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">14.7</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">2.67</td>
<td valign="top" align="center">2.00</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">2.2</td>
<td valign="top" align="center">3.3</td>
<td valign="top" align="center">1100</td>
<td valign="top" align="center">1230</td>
<td valign="top" align="center">16.3</td>
<td valign="top" align="center">15</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Mean</bold></td>
<td valign="top" align="center"><bold>21.1</bold></td>
<td valign="top" align="center"><bold>17.8</bold></td>
<td valign="top" align="center"><bold>1.8</bold></td>
<td valign="top" align="center"><bold>1.5</bold></td>
<td valign="top" align="center"><bold>17.3</bold></td>
<td valign="top" align="center"><bold>19.8</bold></td>
<td valign="top" align="center"><bold>2.7</bold></td>
<td valign="top" align="center"><bold>3.8</bold></td>
<td valign="top" align="center"><bold>1104</bold></td>
<td valign="top" align="center"><bold>1669</bold></td>
<td valign="top" align="center"><bold>21.7</bold></td>
<td valign="top" align="center"><bold>19.4</bold></td>
</tr>
<tr>
<td valign="top" align="left"><bold>SD</bold></td>
<td valign="top" align="center"><bold>8.2</bold></td>
<td valign="top" align="center"><bold>7.1</bold></td>
<td valign="top" align="center"><bold>0.9</bold></td>
<td valign="top" align="center"><bold>0.8</bold></td>
<td valign="top" align="center"><bold>5.3</bold></td>
<td valign="top" align="center"><bold>4.5</bold></td>
<td valign="top" align="center"><bold>0.8</bold></td>
<td valign="top" align="center"><bold>1.3</bold></td>
<td valign="top" align="center"><bold>279.5</bold></td>
<td valign="top" align="center"><bold>665.6</bold></td>
<td valign="top" align="center"><bold>12.8</bold></td>
<td valign="top" align="center"><bold>10.7</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Total scores of the Spastic Paraplegia Rating Scale (SPRS Sum), the Tinetti Balance and Gait Test (Tinetti Sum), and the Timed Up and Go Test (TUG), and the mean of the modified Ashworth scale (ASH Mean) before (pre) and after (post) treadmill training for each patient. The maximum speed (Max Vel., maximum velocity) and the maximum distance (Max Dist., maximum distance) were measured on the treadmill at the second (pre) and last (post) training session. Calculated are mean values and standard deviation (SD) for each test. Patient 6 could not take the clinical tests after treadmill training due to illness. Pat. No, patient number, <sup>#</sup>no data available, m, meters, s, seconds, m/s meters per second.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<title>3.2 Unperturbed stance</title>
<p>Results of unperturbed stance are presented for the center of pressure (COP; <xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Parameters of unperturbed stance (mean &#x00B1; 95% confidence interval). Root Mean Square (RMS), Mean Velocity (MV) and 50%-frequency of body sway (F50) of the control group (hCon) and the HSP group before (pre) and after (post) treadmill training with eyes closed (ec) and eyes open (eo) in anterior-posterior and medio-lateral sway direction. Hz, Hertz.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnhum-17-1229055-g002.tif"/>
</fig>
<p>Sway amplitude was quantified by calculating Root mean square (RMS). RMS of the HSP group was significantly larger compared to the control group (hCon; HSP 0.61 cm, hCon 0.40 cm, <italic>F</italic> = 20.7, <italic>p</italic> &#x003C; 0.0001). Likewise, Mean Velocity (sway velocity, MV) was significantly larger in the HSP than in the control group (HSP 0.94 cm/s, hCon 0.67 cm/s, <italic>F</italic> = 16.5, <italic>p</italic> = 0.0001). Sway amplitude and velocity depended on visual condition with larger and faster sway upon eye closure (RMS: <italic>F</italic> = 7.0, <italic>p</italic> = 0.01; MV: <italic>F</italic> = 23.2, <italic>p</italic> &#x003C; 0.0001). Group differences were significantly more pronounced during trials with eyes closed (RMS: <italic>F</italic> = 4.1, <italic>p</italic> = 0.048; MV: <italic>F</italic> = 4.2, <italic>p</italic> = 0.04). Sway amplitude and velocity were also more pronounced in anterior-posterior (a-p) than in medio-lateral (m-l) direction (RMS: <italic>F</italic> = 29.1, <italic>p</italic> &#x003C; 0.0001; MV: <italic>F</italic> = 41.6, <italic>p</italic> &#x003C; 0.0001). We observed no interaction between groups or sway directions.</p>
<p>Two weeks of daily treadmill training reduced the HSP group&#x2019;s sway amplitudes significantly (RMS: pre 0.63 cm, post 0.55 cm, <italic>F</italic> = 8.3, <italic>p</italic> = 0.008). Patients still failed to achieve the values of healthy controls. In contrast, MV did not significantly change due to training (MV: pre 0.97 m/s, post 0.90 m/s, <italic>F</italic> = 3.1, <italic>p</italic> = 0.09). Treadmill training did not significantly affect visual conditions or directions of sway.</p>
</sec>
<sec id="S3.SS3">
<title>3.3 Externally perturbed stance</title>
<p>Our HSP group&#x2019;s GAIN values were significantly higher than the control group&#x2019;s (HSP 3.0, hCon 2.4, <italic>F</italic> = 24.4, <italic>p</italic> &#x003C; 0.0001). We detected a significant interaction between group and body segments, with more pronounced group differences at the upper body (<italic>F</italic> = 19.2, <italic>p</italic> &#x003C; 0.0001; <xref ref-type="fig" rid="F3">Figure 3</xref>). In contrast, stimulus amplitudes did not interact significantly with group. GAIN as function of stimulus frequency rose up to 0.2&#x2013;0.4 Hz and fell rapidly at higher frequencies. At approximately 1 Hz, body angle and stimulus amplitude were equal (GAIN = 1). Treadmill training significantly reduced GAIN (pre 2.94, post 2.74, <italic>F</italic> = 4.3, <italic>p</italic> = 0.04) without reaching the values of control subjects. Treadmill training did not significantly influence GAIN with respect to body segments, frequencies or stimulus amplitudes (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Parameters of perturbed stance. Group averages for GAIN, PHASE, and COHERENCE (mean &#x00B1; 95% confidence interval) of the lower (LB) and upper (UB) body across both stimulus amplitudes (0.5&#x00B0;, 1&#x00B0;) and visual conditions (eyes open, eyes closed). The groups shown are the control group (hCon), and the HSP group before (pre) and after (post) treadmill training. F, frequency; Hz, Hertz.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnhum-17-1229055-g003.tif"/>
</fig>
<p>We observed significant group differences between PHASE of the HSP and control group (HSP &#x2212;96.1&#x00B0;, hCon &#x2212;121.8&#x00B0;, <italic>F</italic> = 11.2, <italic>p</italic> &#x003C; 0.001). As with GAIN, differences were more pronounced at the upper body with a significant interaction between groups and body segments (<italic>F</italic> = 22.4, <italic>p</italic> &#x003C; 0.0001; <xref ref-type="fig" rid="F3">Figure 3</xref>). Group also interacted significantly with stimulus amplitudes (<italic>F</italic> = 12.4, <italic>p</italic> &#x003C; 0.001) which is due to the fact that the main group differences are observed in trials with 0.5&#x00B0; peak-to-peak amplitude. After 2 weeks of treadmill training, The HSP group&#x2019;s PHASE values approached the control group&#x2019;s values significantly (pre &#x2212;91&#x00B0;, post &#x2212;130&#x00B0;, <italic>F</italic> = 19.7, <italic>p</italic> &#x003C; 0.0001). The training effect interacted significantly with the body segments (<italic>F</italic> = 10.1, <italic>p</italic> = 0.002), and stimulus amplitudes (<italic>F</italic> = 11.2, <italic>p</italic> = 0.0009; <xref ref-type="fig" rid="F3">Figure 3</xref>). PHASE lag of the upper body increased from &#x2212;78.8&#x00B0; to &#x2212;130.8&#x00B0;, whereas the lower body&#x2019;s PHASE lag increased from &#x2212;103.3 to &#x2212;114.6&#x00B0;.</p>
<p>The HSP group&#x2019;s COHERENCE was significantly smaller than the control group&#x2019;s (HSP 0.36, hCon 0.46, <italic>F</italic> = 109.0, <italic>p</italic> &#x003C; 0.0001) reflecting the smaller signal-to-noise ratio due to the former&#x2019;s larger unperturbed stance. Moreover, we found a significant interaction of group with body segment (<italic>F</italic> = 18.4, <italic>p</italic> &#x003C; 0.0001) displaying larger COHERENCE differences between groups at the upper body. There was no interaction between groups and stimulus amplitudes. Treadmill training significantly increased the HSP group&#x2019;s COHERENCE (pre 0.36, post 0.43, <italic>F</italic> = 119.0, <italic>p</italic> &#x003C; 0.0001). It significantly affected the COHERENCE of hip and shoulder (body segments, <italic>F</italic> = 9.4, <italic>p</italic> = 0.002), but did not change the reaction to different stimulus amplitudes (<italic>F</italic> = 0.0, <italic>p</italic> = 1.0).</p>
<p>GAIN, PHASE, and COHERENCE were frequency-dependent in both the HSP and control group. However, we found no significant interaction between group and frequency.</p>
</sec>
<sec id="S3.SS4">
<title>3.4 Model-based analysis</title>
<p>The integral gain (Ki) of the HSP group was significantly smaller than the control group&#x2019;s Ki (HSP 59.8, hCon 70.7, <italic>F</italic> = 8.03, <italic>p</italic> = 0.008). Time delay (Td) was significantly larger in the HSP group (0.21 s, hCon 0.18 s; <italic>F</italic> = 12.9, <italic>p</italic> = 0.001). The proportional (Kp) and derivative (Kd) gain, the proprioceptive weight (Wp) and passive gains Kpas and Bpas did not differ significantly between the HSP and control group (Kp: <italic>F</italic> = 0.9, <italic>p</italic> = 0.35; Kd: <italic>F</italic> = 3.0, <italic>p</italic> = 0.09; Wp: <italic>F</italic> = 0.002, <italic>p</italic> = 0.96, Kpas: <italic>F</italic> = 2.5, <italic>p</italic> = 0.13; Bpas: <italic>F</italic> = 2.6, <italic>p</italic> = 0.12).</p>
<p>Treadmill training seemed to have no significant effect on the model parameters (Ki: <italic>F</italic> = 0.05, <italic>p</italic> = 0.8; Kp: <italic>F</italic> = 0.4, <italic>p</italic> = 0.6; Kd: <italic>F</italic> = 0.001, <italic>p</italic> = 0.9; Wp: <italic>F</italic> = 1.0, <italic>p</italic> = 0.3; Td: <italic>F</italic> = 0.07, <italic>p</italic> = 0.8; Kpas: <italic>F</italic> = 0.3, <italic>p</italic> = 0.6; Bpas: <italic>F</italic> = 0.5, <italic>p</italic> = 0.5; <xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Parameters obtained from the model-based analysis. Kp (Nm &#x22C5; rad-1), Kd (Nm &#x22C5; s &#x22C5; rad-1), Ki (Nm &#x22C5; s-1 &#x22C5; rad-1), Wp, Td (seconds), Kpas, Bpas of the control group (hCon), and the HSP group before (pre) and after (post) treadmill training across all stimulus amplitudes with eyes closed.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnhum-17-1229055-g004.tif"/>
</fig>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>4 Discussion</title>
<p>In this study we compared the postural control mechanisms of patients with Hereditary Spastic Paraplegia (HSP) to a healthy control group taking a perturbation-based approach. Through a model-based analysis we aimed to identify functional correlates of postural impairments caused by pyramidal tract lesions. We also evaluated the effect of a &#x201C;Structured Speed-Dependent Treadmill Training&#x201D; (STT) protocol (on postural control).</p>
<p>Our ratings of SPRS and Ashworth scale indicate disease severities resembling those reported in studies by <xref ref-type="bibr" rid="B36">Sch&#x00FC;le et al. (2006)</xref> and <xref ref-type="bibr" rid="B21">Martinuzzi et al. (2016)</xref> (SPRS 23.37 &#x00B1; 10.7, and 20.0 &#x00B1; 10.2, respectively; Ashworth Scale 2.04 &#x00B1; 0.98). The values of the Timed Up and Go Test (TUG) in our study resemble the values of <xref ref-type="bibr" rid="B15">Heetla et al. (2015)</xref> who describe in an HSP patient&#x2019;s case report that a continuous intrathecal Baclofen infusion reduced TUG values from 32 to 17 s. In our study, TUG values did not differ significantly, but maximum walking distance and speed improved significantly after treadmill training.</p>
<p>Prior to treadmill training, our HSP group&#x2019;s body sway in terms of sway amplitude (RMS) and sway velocity (MV) was significantly greater than our control group&#x2019;s. Our finding of increased RMS and MV stand in contrast to results of <xref ref-type="bibr" rid="B25">Nardone et al. (2001)</xref> who described a normal sway area in paraparetic patients. This discrepancy might be explained by differences in patient groups between the study of Nardone et al., and ours, as <xref ref-type="bibr" rid="B25">Nardone et al. (2001)</xref> included paraparetic patients with different diseases (HSP, idiopathic spastic paraparesis, sequela of resected meningioma). Large RMS and MV may be explained by an abnormally large sensorimotor feedback time delay and reduced long-term correction gain as explained in more detail below (see also <xref ref-type="bibr" rid="B10">Collins et al., 1995</xref>; <xref ref-type="bibr" rid="B22">Maurer and Peterka, 2005</xref>). Treadmill training induced less sway amplitude.</p>
<p>Hereditary Spastic Paraplegia patient&#x2019;s postural adjustments, especially in the upper body after small platform tilts are more advanced in a timely manner than those of healthy control subjects. In addition, HSP patients react with larger body reactions and more random sway movements to platform tilts. Altogether, these findings might be interpreted as an affectation of intersegmental coordination.</p>
<p>It is well known that HSP mainly affects the largest and fastest conducting motor axons (e.g., <xref ref-type="bibr" rid="B23">McDermott et al., 2000</xref>; <xref ref-type="bibr" rid="B21">Martinuzzi et al., 2016</xref>). Accordingly, nearly all patients reveal increased motor conduction time (<xref ref-type="bibr" rid="B17">J&#x00F8;rgensen et al., 2005</xref>; <xref ref-type="bibr" rid="B35">Sartucci et al., 2007</xref>). With the help of our model-based analysis, we identified an increased time delay (Td) and reduced long-term error correction (Ki) in postural reactions of the center of mass in HSP patients. They may represent additional functional correlates of impairments due to pyramidal tract lesions. Treadmill training did not influence time delay, or long-term error correction of the center of mass. We suppose that the increased time delay is a functional correlate of the increased motor conduction time and thus may not be modifiable by any intervention. However, the changes of GAIN and PHASE values toward a normal range indicate that HSP patients learn to compensate for their functional deficits by adjusting parameters that are changeable. Moreover, the upper body&#x2019;s phase lead was reduced.</p>
<p>Until now, the benefit of physical exercises such as treadmill training for patients suffering from HSP and other forms of pyramidal tract lesions seemed to be unclear. <xref ref-type="bibr" rid="B1">Adams and Hicks (2011)</xref> reported a beneficial effect of treadmill training on spasticity in patients with chronic spinal cord injury. In addition, robotic gait training significantly improved clinical assessments of gait and balance as well as quality of life in HSP patients, even after a 2-month follow-up period (<xref ref-type="bibr" rid="B4">Bertolucci et al., 2015</xref>). On the other hand, systematic reviews decry the lack of high-quality trials addressing the effect of physical exercise on spasticity in different neurological diseases (<xref ref-type="bibr" rid="B3">Ashworth et al., 2012</xref>; <xref ref-type="bibr" rid="B18">Khan et al., 2019</xref>). <xref ref-type="bibr" rid="B24">Mehrholz et al. (2017)</xref> found no evidence for a beneficial effect of treadmill training in stroke patients in their overall ability to walk. However, walking speed and endurance seemed to improve temporarily, especially in people able to walk (<xref ref-type="bibr" rid="B24">Mehrholz et al., 2017</xref>).</p>
<p>In conclusion, we have demonstrated that HSP clearly damages postural stability, specifically motor reactions that are more fragile and delayed. The long-term error correction of movements is also impaired. While treadmill training did not modify increased time delay and reduced long-term error correction gain of the center of mass, probably because of the disease&#x2019;s unaltered anatomical correlate, i.e., pyramidal tract lesions, the specific profile of training benefits indicates that HSP patients&#x2019; postural control was ameliorated by compensatory mechanisms. We hold that our model-based analysis of sensorimotor behavior is capable of differentiating between functional correlates of a disease&#x2019;s anatomical substrate and the parameter changes due to therapeutic interventions.</p>
<p>Study limitations are our small sample size and the lack of a control intervention. Hence, we cannot rule out that the beneficial effects on postural impairments are attributable to a regular and supervised exercise protocol rather than treadmill training <italic>per se</italic>. In addition, we did not assess the long-term effects of treadmill training. Further research with larger cohorts and follow-up examinations is needed.</p>
</sec>
<sec id="S5" sec-type="data-availability">
<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" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Committee of the University of Freiburg (IRB # 256/01). 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>DD, BH, CW, and CM contributed to conception and design of the study. DD organized data acquisition and analysis. DD and CM wrote the first draft. IW and CM contributed to data analysis and further draft of the manuscript. All authors contributed to manuscript revision, read, and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>This work was partially supported by the European Union FP7 (EMBALANCE: Grant Agreement no 610454) and H2020-SC1&#x2013;2017-CNECT-1 (HOLOBALANCE: Project ID 769574; HOLOgrams for personalized virtual coaching and motivation in an ageing population with BALANCE disorders) and by the Brainlinks-Braintools Cluster of Excellence funded by the German Research foundation (DFG, grant no ADV139). We acknowledge support by the Open Access Publication Fund of the University of Freiburg.</p>
</sec>
<ack><p>We would like to thank Dr. Maike Hodapp for her support.</p>
</ack>
<sec id="S9" sec-type="COI-statement">
<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="S10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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