<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="letter"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Form Res</journal-id><journal-id journal-id-type="publisher-id">formative</journal-id><journal-id journal-id-type="index">27</journal-id><journal-title>JMIR Formative Research</journal-title><abbrev-journal-title>JMIR Form Res</abbrev-journal-title><issn pub-type="epub">2561-326X</issn><publisher><publisher-name>JMIR Publications</publisher-name><publisher-loc>Toronto, Canada</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">v10i1e84659</article-id><article-id pub-id-type="doi">10.2196/84659</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Letter</subject></subj-group></article-categories><title-group><article-title>Examining Sensory Systems That Contribute to Falls in Parkinson Disease Using Computerized Dynamic Posturography: Secondary Analysis</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Rivera</surname><given-names>Monica</given-names></name><degrees>PT, MS, DPTSci</degrees><xref ref-type="aff" rid="aff1"/></contrib></contrib-group><aff id="aff1"><institution>Department of Physical Therapy, California State University, Fresno</institution><addr-line>5315 N Campus Drive MS/PT29</addr-line><addr-line>Fresno</addr-line><addr-line>CA</addr-line><country>United States</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Schwartz</surname><given-names>Amy</given-names></name></contrib><contrib contrib-type="editor"><name name-style="western"><surname>Balcarras</surname><given-names>Matthew</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Hernandez</surname><given-names>Manuel Enrique</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Monica Rivera, PT, MS, DPTSci, Department of Physical Therapy, California State University, Fresno, 5315 N Campus Drive MS/PT29, Fresno, CA, 93740, United States, 1 559-298-2052, 1 559-298-2625; <email>morivera@mail.fresnostate.edu</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>7</day><month>5</month><year>2026</year></pub-date><volume>10</volume><elocation-id>e84659</elocation-id><history><date date-type="received"><day>23</day><month>09</month><year>2025</year></date><date date-type="rev-recd"><day>14</day><month>04</month><year>2026</year></date><date date-type="accepted"><day>14</day><month>04</month><year>2026</year></date></history><copyright-statement>&#x00A9; Monica Rivera. Originally published in JMIR Formative Research (<ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>), 7.5.2026. </copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Formative Research, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://formative.jmir.org/2026/1/e84659"/><abstract><p>In a retrospective study of 40 individuals with Parkinson disease, lower visual equilibrium scores (as measured by the sensory organization test, condition 2) were significantly associated with a higher frequency of falls.</p></abstract><kwd-group><kwd>falls</kwd><kwd>sensory organization test</kwd><kwd>Parkinson disease</kwd><kwd>computerized dynamic posturography</kwd><kwd>sensory reweighting</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Parkinson disease is a progressive neurological disorder characterized by a complex interaction of motor and nonmotor deficits. While it is established that motor impairments contribute to postural instability, a significant gap remains in understanding the role of sensory systems and their correlation to falls [<xref ref-type="bibr" rid="ref1">1</xref>].</p><p>A core component of postural control is multisensory integration: the nervous system&#x2019;s process of combining and reweighting sensory inputs. This mechanism prioritizes the most reliable sensory system to produce an accurate postural response [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref3">3</xref>]. Although the precise neuronal network is not fully understood, its purpose is to reduce reliance on inaccurate or less essential sensory inputs and increase weight to other systems to maintain stability [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref5">5</xref>]. This phenomenon is relevant in individuals with Parkinson disease, as they exhibit an increased reliance in the visual system to aid in everyday activities [<xref ref-type="bibr" rid="ref6">6</xref>].</p><p>A component of computerized dynamic posturography&#x2014;the sensory organization test (SOT) assesses how the visual, vestibular, and somatosensory systems contribute to postural control. This device examines postural sway across six diverse sensory conditions. Each condition isolates a specific sensory system and uses force plates to measure center of pressure displacements. These measures are then calculated into equilibrium scores. SOT conditions 1&#x2010;3 are static in nature: condition 1 measures quiet stance; condition 2 assesses postural control with eyes closed; and condition 3 distorts vision using optic flow. In contrast, condition 4 introduces a sway reference platform (ie, platform adjusts with center of pressure displacement) with eyes open; condition 5 consists of eyes closed and the sway reference platform (ie, vestibular system); and condition 6 distorts vision and implements the sway reference platform. Additional SOT variables include composite score, as well as visual, vestibular, and somatosensory ratios.</p><p>Although there is an extensive body of literature on falls in people with Parkinson disease, few studies have used the SOT to pinpoint specific sensory deficits. An early investigation by Bohnen identified the vestibular ratio score as an independent predictor of decreased postural control [<xref ref-type="bibr" rid="ref7">7</xref>]. Subsequent studies have supported this finding, frequently citing SOT condition 5 as a primary factor in falls [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref9">9</xref>].</p><p>While investigations have identified the vestibular system as a key finding, subsequent research reveals similar findings in SOT conditions 1&#x2010;3. This finding links fall risk in community-dwelling adults to deficits in the visual system [<xref ref-type="bibr" rid="ref10">10</xref>]. Given the uncertainty surrounding sensory system contributions, this study hypothesizes that specific sensory variables as measured by the SOT, are significantly correlated with and predictive of falls in individuals with Parkinson disease.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Study Design</title><p>This retrospective study compiled demographics, SOT condition scores, sensory ratios, and composite scores from three studies in individuals with Parkinson disease. In all three studies, recruitment and data collection protocols were consistent: SOT data were collected during the initial visit, and participants reported the number of falls in the preceding two-month period. Spearman rank correlation coefficients were calculated to determine the associations between SOT variables and reported falls. The largest correlation variables were entered into a multiple linear regression model to identify the most significant predictors of falls.</p></sec><sec id="s2-2"><title>Ethical Considerations</title><p>The studies comprising this study were approved by the Department of Physical Therapy and the University Human Subjects Review Board (Protocol Nos. 866, amended 866, and 1236). Each participant reviewed and signed an informed consent form prior to participation. This research did not receive external sponsorship or funding.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><p>Forty participants (25 men and 15 women) were included in the analysis, with a mean age of 68.9 (SD 8.1) years. The reported fall data showed that 18 participants had experienced no falls, 12 participants had a history of 1 to 3 falls, and 10 participants had 4 to 6 falls. An a priori power analysis with a calculated moderate effect size (Cohen <italic>d</italic>=0.5), a desired power of 80%, and an &#x03B1; level of .05 determined a sample size of 42 participants.</p><p>Spearman rank correlation analysis showed a significant negative correlation for condition 1 (<italic>r<sub>s</sub></italic>=&#x2212;0.331; <italic>P</italic>=.04; &#x03C1;=.33, 95% CI &#x2212;0.6 to 0), condition 2 <italic>(r<sub>s</sub></italic>=&#x2212;0.512; <italic>P</italic>&#x003C;.001; &#x03C1;=&#x2212;.51, 95% CI &#x2212;0.73 to .021), and condition 3 <italic>(r<sub>s</sub></italic>=&#x2212;0.462; <italic>P</italic>=.003; &#x03C1;=&#x2212;.46, 95% CI &#x2212;0.39 to 0.15), indicating that lower scores in these conditions are associated with a higher frequency of reported falls.</p><p>Based upon the correlation results, SOT conditions 2 and 3 were selected as the predictors for the multiple regression model. The overall model was statistically significant, <italic>F</italic><sub>2,37</sub>=7.05, <italic>P</italic>=.003, <italic>R</italic><sup>2</sup>=.27, representing a large global effect size &#x0192;<sup>2</sup>=0.37 according to Cohen guidelines for regression models. Condition 2 was identified as the significant independent predictor of reported falls (<italic>&#x03B2;</italic>=&#x2212;.23<italic>, P</italic>=.03), yielding a local effect size of <italic>f <sup>2</sup></italic>=0.14 indicative of a small to medium effect (<xref ref-type="table" rid="table1">Table 1</xref>).</p><p>The linear model for SOT condition 2 (predicted falls = 25.62 &#x2212; (0.23 &#x00D7; SOT 2)) indicates that for every one-unit increase in the SOT 2 score, the predicted number of falls decreased by 0.23 (<xref ref-type="fig" rid="figure1">Figure 1</xref>).</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Predictors of fall among individuals with Parkinson disease: sensory organization test (SOT) regression (N=40).</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Predictor</td><td align="left" valign="bottom">Unstandardized <italic>&#x03B2;</italic></td><td align="left" valign="bottom"><italic>P</italic> value</td><td align="left" valign="bottom">95% CI</td></tr></thead><tbody><tr><td align="left" valign="top">(Constant)</td><td align="left" valign="top">25.62</td><td align="left" valign="top">&#x003C;.001</td><td align="left" valign="top">11.33, 39.92</td></tr><tr><td align="left" valign="top">SOT 2</td><td align="left" valign="top">&#x2212;.23</td><td align="left" valign="top">.03</td><td align="left" valign="top">&#x2013;0.44, &#x2013;0.02</td></tr><tr><td align="left" valign="top">SOT 3</td><td align="left" valign="top">&#x2212;.04</td><td align="left" valign="top">.42</td><td align="left" valign="top">&#x2013;0.14, 0.06</td></tr></tbody></table></table-wrap><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Sensory organization test (SOT) &#x2013; condition 2 performance correlates with increased frequency of predicted falls in individuals with Parkinson disease (N=40).</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="formative_v10i1e84659_fig01.png"/></fig></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><p>This study highlights the complexity of sensory deficits in Parkinson disease by identifying reduced equilibrium scores in SOT condition 2 as a significant predictor of real-world falls. Although SOT condition 5 presents a greater postural challenge by distorting both visual and somatosensory inputs, falls in this condition occur within a simulated environment. Our findings suggest that condition 2, which tests balance during visual deprivation, is a more robust predictor of actual falls. Thus, as the disease progresses, individuals are likely to develop a visual dependency to compensate for sensory deficits. When visual input is compromised, the vestibular and somatosensory systems fail to effectively upweight their responses, thereby increasing fall risk.</p><p>Future research should employ a longitudinal, prospective design to track these variables over time, which would enable a more robust analysis of causality and reduce the risk of recall bias.</p></sec></body><back><ack><p>The study would not have been possible without the support of Doctoral of Physical Therapy graduate students who assisted in assessment and the support of California State University, Fresno, CA.</p></ack><notes><sec><title>Funding</title><p>No external financial support or grants were received from any public, commercial, or not for profit entities for the research, authorship, or publication of this article.</p></sec><sec><title>Data Availability</title><p>The datasets generated or analyzed during this study are available from the corresponding author on reasonable request.</p></sec></notes><fn-group><fn 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