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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2025.1638868</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Comparison of the effectiveness of immersive and non-immersive virtual reality in the treatment of vertigo in patients with peripheral vestibular dysfunction: a systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Liu</surname> <given-names>Xiaoyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2956354/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Yang</surname> <given-names>Sha</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Yiru</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tong</surname> <given-names>Ziwei</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>An</surname> <given-names>Xiao</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ren</surname> <given-names>Xiaoqing</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sun</surname> <given-names>Xu</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhou</surname> <given-names>Zhicong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wang</surname> <given-names>Hong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3122586/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Xiaoying</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>School of Nursing, Shandong Second Medical University</institution>, <addr-line>Weifang</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>The First Affiliated Hospital of Shandong First Medical University</institution>, <addr-line>Jinan</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: Jose Antonio Lopez-Escamez, University of Sydney, Australia</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: Mar&#x00ED;a Del Carmen Mole&#x00F3;n Gonz&#x00E1;lez, Junta de Andaluc&#x00ED;a de Gen&#x00F3;mica e Investigaci&#x00F3;n Oncol&#x00F3;gica (GENYO), Spain</p>
<p>Adela Serrano-Herrera, Virgen de las Nieves University Hospital, Spain</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Hong Wang, <email>hongwang1971@163.com</email></corresp>
<fn fn-type="equal" id="fn0001"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>07</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1638868</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Liu, Yang, Wang, Tong, An, Ren, Sun, Zhou, Wang and Liu.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Liu, Yang, Wang, Tong, An, Ren, Sun, Zhou, Wang and Liu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>Vertigo is the most common clinical manifestation in patients with peripheral vestibular dysfunction (PVD), and severe episodes may be accompanied by nystagmus, tinnitus, and hearing loss, which can seriously affect quality of life. Virtual reality (VR) technologies (immersive or non-immersive) play an important role in improving vertigo in patients with PVD, but the comparative effectiveness of VR technologies with different levels of immersion is unknown.</p>
</sec>
<sec id="sec2">
<title>Objective</title>
<p>To investigate the effectiveness of VR technology at different immersion levels in reducing vertigo symptoms in patients with PVD.</p>
</sec>
<sec id="sec3">
<title>Method</title>
<p>PubMed, MEDLINE, Embase, Cochrane Library, Web of Science, CINAHL and 4 Chinese databases were systematically searched. Standardized mean difference (SMD) was calculated using RevMan 5.4 software, and risk of bias was assessed using the Cochrane Collaboration tool and Stata software. The review process was reported according to PRISMA.</p>
</sec>
<sec id="sec4">
<title>Results</title>
<p>Twelve studies involving 600 participants met the inclusion criteria. The results indicated that both non-immersive and immersive VR significantly improved vertigo symptoms in patients with PVD; however, the immersive VR intervention demonstrated greater effectiveness (SMD&#x202F;=&#x202F;&#x2212;2.08, 95% CI&#x202F;=&#x202F;&#x2212;3.13 to &#x2212;1.04, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). Further subgroup analyses revealed that immersive VR intervention programs with a duration of &#x2264;7&#x202F;weeks (SMD&#x202F;=&#x202F;&#x2212;2.73; 95% CI&#x202F;=&#x202F;&#x2212;4.17 to &#x2212;1.28, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), a single intervention duration of &#x003C;30&#x202F;min/ times (SMD&#x202F;=&#x202F;&#x2212;2.80, 95% CI&#x202F;=&#x202F;&#x2212;4.89 to &#x2212;0.70, <italic>p</italic>&#x202F;=&#x202F;0.009), and a frequency of &#x2265;5 times/week (SMD&#x202F;=&#x202F;&#x2212;2.64; 95% CI&#x202F;=&#x202F;&#x2212;4.91 to &#x2212;0.38, <italic>p</italic>&#x202F;=&#x202F;0.02) were more effective in alleviating vertigo symptoms.</p>
</sec>
<sec id="sec5">
<title>Conclusion</title>
<p>Immersive VR has been shown to be more effective in alleviating vertigo symptoms in patients with PVD. Specifically, an immersive VR program that includes an intervention period of &#x2264;7&#x202F;weeks, a single intervention duration of &#x003C;30&#x202F;min, and an intervention frequency of &#x2265;5 times/week is recommended for optimal improvement of vertigo symptoms. Further high-quality, multicenter randomized controlled trials are recommended to confirm the findings of this study. Healthcare professionals should focus on the individual differences of elderly patients with PVD and provide personalized VR vestibular rehabilitation programs for optimal rehabilitation outcomes.</p>
</sec>
<sec id="sec5001">
<title>Systematic review registration</title>
<p><uri xlink:href="https://www.crd.york.ac.uk/PROSPERO/">https://www.crd.york.ac.uk/PROSPERO/</uri>, identifier CRD42025638469.</p>
</sec>
</abstract>
<kwd-group>
<kwd>peripheral vestibular dysfunction</kwd>
<kwd>virtual reality</kwd>
<kwd>vertigo</kwd>
<kwd>systematic review</kwd>
<kwd>meta-analysis</kwd>
</kwd-group>
<counts>
<fig-count count="8"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="57"/>
<page-count count="15"/>
<word-count count="8408"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neuro-Otology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec6">
<label>1</label>
<title>Introduction</title>
<p>Peripheral vestibular dysfunction (PVD) refers to a vestibular imbalance associated with lesions of the vestibular receptors and the extracranial segment of the vestibular nerve (<xref ref-type="bibr" rid="ref1">1</xref>). Vertigo is the most prevalent clinical manifestation in patients with PVD, characterized by recurrent episodes that often remain unresolved (<xref ref-type="bibr" rid="ref2">2</xref>, <xref ref-type="bibr" rid="ref3">3</xref>). Approximately 30% of adults report experiencing dizziness or vertigo, and severe episodes may be accompanied by nystagmus, tinnitus, and hearing impairment (<xref ref-type="bibr" rid="ref4 ref5 ref6">4&#x2013;6</xref>). Impaired vestibular function may lead to instability in gaze and gait, imbalance, and compromised spatial orientation, resulting in a 12-fold increase in the incidence of falls compared to healthy individuals (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>). A 16-year cross-sectional study reported that approximately 60,060/805,454 patients experienced falls due to symptomatic dizziness or PVD, with the incidence increasing with age; about 5.7% of these falls resulted in severe injuries or even death (<xref ref-type="bibr" rid="ref9">9</xref>, <xref ref-type="bibr" rid="ref10">10</xref>).</p>
<p>The American Physical Therapy Association&#x2019;s Clinical Practice Guidelines indicate that vestibular rehabilitation therapy (VRT) is a standard treatment for vestibular dysfunction (<xref ref-type="bibr" rid="ref11">11</xref>). Early intervention is essential for establishing central vestibular compensatory mechanisms, which subsequently improve the patient&#x2019;s vertigo symptoms (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>). However, conventional VRT is often perceived as monotonous, leading to poor patient compliance and suboptimal therapeutic outcomes (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>). Virtual reality (VR), an emerging technology that employs advanced computing, accelerates the development of vestibular compensation and adaptation mechanisms by stimulating the plasticity of the central nervous system (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Additionally, VR provides real-time simulation, interaction, and gamification features that enhance the enjoyment of vestibular training, thereby improving patients&#x2019; motivation for rehabilitation and increasing their participation and compliance (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>). Consequently, VR plays a significant role in alleviating vertigo symptoms in patients with PVD due to its diverse and interactive capabilities (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref20">20</xref>).</p>
<p>Immersive and non-immersive VR applications differ primarily in the depth of experience and interaction from the patient&#x2019;s perspective (<xref ref-type="bibr" rid="ref21">21</xref>, <xref ref-type="bibr" rid="ref22">22</xref>). Non-immersive VR relies on accessories such as keyboards, mice, microphones, or motion sensors to facilitate interactions that translate the patient&#x2019;s physical behavior into on-screen movements (<xref ref-type="bibr" rid="ref23">23</xref>, <xref ref-type="bibr" rid="ref24">24</xref>). In contrast, immersive VR employs a head-mounted display along with specialized biomedical sensors to provide complete immersion and interaction with the patient&#x2019;s surroundings within a virtual environment (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref26">26</xref>). The integration of VR with vestibular rehabilitation enhances multisensory stimulation, including audiovisual and tactile sensations, through virtual daily activities and game design. This approach not only optimizes vestibular rehabilitation methods and increases patients&#x2019; self-efficacy but also stimulates the vestibular compensatory mechanism, significantly improving rehabilitation outcomes compared to the single-motion stimulation of conventional VRT.</p>
<p>Current evidence indicates that VR (both immersive and non-immersive) is superior to conventional VRT (<xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref28">28</xref>). However, there remains a lack of clear evidence regarding which level of immersion in VR devices produces more effective rehabilitation outcomes. Additionally, further exploration is needed to determine the optimal intervention strategies, including duration and frequency of treatment. Consequently, the primary aim of this study is to compare the effectiveness of immersive VR and non-immersive VR in alleviating dizziness in patients with PVD. The secondary objective is to explore the ideal intervention scheme for the optimal VR device.</p>
</sec>
<sec sec-type="methods" id="sec7">
<label>2</label>
<title>Methods</title>
<p>This study was conducted in accordance with the Preferred Reporting Items for Systematic Evaluation and Meta-Analysis (PRISMA) statement (<xref ref-type="bibr" rid="ref29">29</xref>), and the methodology of this systematic review and meta-analysis has been published in Prospero Platform (CRD42025638469).</p>
<sec id="sec8">
<label>2.1</label>
<title>Search strategies</title>
<p>We searched PubMed, MEDLINE, Embase, Cochrane Library, Web of Science, CINAHL, CNKI, Wanfang database, VIP and CBM, and the search period was from the establishment of the database to June 2025. The search strategy used MeSH terms and keywords related to &#x201C;virtual reality&#x201D; and &#x201C;peripheral vestibular dysfunction,&#x201D; and the references of the included literature were manually searched. The following presents an example of our search process within the PubMed database (<xref ref-type="table" rid="tab1">Table 1</xref>), and the complete search strategy is detailed in <xref rid="SM1" ref-type="supplementary-material">Supplementary materials S1</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Search strategy for PubMed database.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">No.</th>
<th align="left" valign="top">Search items</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">1</td>
<td align="left" valign="top">(((((((((((((((((peripheral vertigo[MeSH Terms]) OR (peripheral vertigo[Title/Abstract])) OR ((peripheral[Title/Abstract]) AND (vertigo[Title/Abstract]))) OR (meniere disease[MeSH Terms])) OR (Meniere&#x2019;s disease[Title/Abstract])) OR (Meniere&#x2019;s disease)) OR (Benign Paroxysmal Positional Vertigo)) OR (Benign Paroxysmal Positional Vertigo[Title/Abstract])) OR (Vestibular Neuritis[Title/Abstract])) OR (Vestibular Neuritis)) OR (Vestibular Neuritis[MeSH Terms])) OR (BPPV[Title/Abstract])) OR (BPPV)) OR (Peripheral vestibular dysfunction)) OR (Peripheral vestibular dysfunction[Title/Abstract])) OR (Peripheral vestibular lesion[Title/Abstract])) OR (vertigo&#x002A;[Title/Abstract]))</td>
</tr>
<tr>
<td align="left" valign="top">2</td>
<td align="left" valign="top">((((((((((((virtual reality[MeSH Terms]) OR ((virtual[Title/Abstract]) AND (reality[Title/Abstract]))) OR (virtual reality[Title/Abstract])) OR (virtual environment[Title/Abstract])) OR (digital technology[Title/Abstract])) OR (video game[Title/Abstract])) OR (exergaming[Title/Abstract])) OR (virtual rehabilitation[Title/Abstract])) OR (VR[Title/Abstract])) OR (Three-dimensional[Title/Abstract])) OR (3D Virtual Reality[Title/Abstract])))</td>
</tr>
<tr>
<td align="left" valign="top">3</td>
<td align="left" valign="top">#1 AND #2</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec9">
<label>2.2</label>
<title>Eligibility criteria</title>
<p>Inclusion criteria:</p>
<list list-type="simple">
<list-item>
<p>(1) Participants: patients aged &#x2265;18&#x202F;years with a diagnosis of PVD and concomitant vertigo were included in the study.</p>
</list-item>
<list-item>
<p>(2) Intervention: VR (immersive or non-immersive).</p>
</list-item>
<list-item>
<p>(3) Comparison: conventional VRT and physiotherapy.</p>
</list-item>
<list-item>
<p>(4) Outcomes: Vertigo symptoms were assessed using the Visual Analog Scale (VAS), Dizziness Handicap Inventory (DHI), Vertigo Symptom Scale (VSS), and Vertigo Symptom Scale-Short Form (VSS-SF).</p>
</list-item>
<list-item>
<p>(5) Research designed as a randomized controlled trial (RCT) has no restrictions on the frequency, intensity, and duration of the intervention.</p>
</list-item>
</list>
<p>Exclusion criteria:</p>
<list list-type="simple">
<list-item>
<p>(1) Patients in the midst of an acute vertigo attack.</p>
</list-item>
<list-item>
<p>(2) Studies with incomplete data or where conversion is not possible.</p>
</list-item>
<list-item>
<p>(3) Studies not in English or Chinese.</p>
</list-item>
<list-item>
<p>(4) Studies without full text.</p>
</list-item>
</list>
</sec>
<sec id="sec10">
<label>2.3</label>
<title>Literature screening</title>
<p>Literature screening was performed in EndNote. Two reviewers (XYL and SY) independently screened each paper according to the inclusion and exclusion criteria, first excluding duplicate studies, then independently screening the full text based on title and abstract, and finally cross-checking. In case of disagreement, a third reviewer (YRW) was consulted.</p>
</sec>
<sec id="sec11">
<label>2.4</label>
<title>Data extraction and quality assessment</title>
<p>Two reviewers utilized an Excel sheet to extracted data after reading the full text. The data extracted included the following variables: first author, year of publication, sample size, age, intervention and control group, intervention period, single intervention duration and intervention frequency, level of immersion, type of VR (equipment, VR environment and software), and outcome indicators. Use a separate form (<xref rid="SM1" ref-type="supplementary-material">Supplementary material S2</xref>) to record the raw outcome data reported for each study. The quality of RCTs was assessed using the Cochrane Risk of Bias tool (<xref ref-type="bibr" rid="ref30">30</xref>), which includes method of randomization, allocation concealment, blinding of study subjects and investigators, blinding of assessors, completeness of outcome indicators, selective reporting status, and other biases. Each item was categorized as &#x201C;low risk,&#x201D; &#x201C;unclear,&#x201D; or &#x201C;high risk.&#x201D; In case of disagreement regarding the results, this was done by mutual agreement or by consulting a third reviewer.</p>
</sec>
<sec id="sec12">
<label>2.5</label>
<title>Statistical analyses</title>
<p>Statistical analysis was performed using RevMan 5.4, and the included outcome indicators were continuous variables, so mean difference (MD) or standardized mean difference (SMD) was used as the effect indicator, and 95% CI was the effect analysis statistic. Heterogeneity was analyzed using the <italic>&#x03C7;<sup>2</sup></italic> test and the <italic>I<sup>2</sup></italic> statistic, if there was no heterogeneity among the study results (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.1, <italic>I<sup>2</sup></italic>&#x202F;&#x003C;&#x202F;50%), the fixed-effects model was used for the analysis; if there was heterogeneity (<italic>p</italic>&#x202F;&#x2264;&#x202F;0.1, <italic>I<sup>2</sup></italic>&#x202F;&#x2265;&#x202F;50%), the random-effects model was used, and sensitivity analysis was performed. The stability of the results was tested by excluding literature on a case-by-case basis to identify sources of heterogeneity. We performed subgroup analysis according to different immersion levels. And further subgroup analyses of the optimal immersion methods were performed to further identify the sources of heterogeneity. Egger&#x2019;s test was performed using Stata18 software. <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05 indicates a statistically significant difference. Some studies did not provide efficacy data regarding the improvement of dizziness symptoms; therefore, we utilized the data transformation formula recommended by Chi (<xref ref-type="bibr" rid="ref31">31</xref>) and Luo (<xref ref-type="bibr" rid="ref32">32</xref>) to compute the mean and standard deviation, which were obtained by XYL under the supervision of another reviewer (YRW).</p>
</sec>
</sec>
<sec sec-type="results" id="sec13">
<label>3</label>
<title>Results</title>
<sec id="sec14">
<label>3.1</label>
<title>Search results</title>
<p>An initial search identified a total of 2,664 academic articles, including 1,963 in English and 701 in Chinese. Utilizing EndNote X9.1, 950 redundant entries were eliminated, resulting in a total of 1,714 articles. Following a review of the titles and abstracts, 1,677 articles were excluded for several reasons: incorrect target populations, lack of intervention of interest, absence of appropriate controls, wrong outcomes, etc. After a thorough review of the literature, we excluded 25 studies for the same reasons (see <xref ref-type="fig" rid="fig1">Figure 1</xref> for further details). Ultimately, a total of 12 RCTs (<xref ref-type="bibr" rid="ref33 ref34 ref35 ref36 ref37 ref38 ref39 ref40 ref41 ref42 ref43 ref44">33&#x2013;44</xref>) were finally included.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>PRISMA flow diagram of study selection.</p>
</caption>
<graphic xlink:href="fneur-16-1638868-g001.tif">
<alt-text content-type="machine-generated">Flowchart detailing the identification of studies via databases and registers. 2,664 records were identified, with 950 duplicates removed. After screening 1,714 records, 1,677 were excluded for reasons like wrong population or not of interest. 37 reports were assessed for eligibility, excluding 25 more, due to reasons like wrong outcomes or insufficient data. Finally, 12 studies were included.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec15">
<label>3.2</label>
<title>Study characteristics</title>
<p><xref ref-type="table" rid="tab2">Table 2</xref> outlines the detailed characteristics of each study included in our analysis. Among the twelve studies examined, the majority were conducted in Turkey (<xref ref-type="bibr" rid="ref40 ref41 ref42">40&#x2013;42</xref>) (three studies), followed by Brazil (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref39">39</xref>), Italy (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref36">36</xref>), and China (<xref ref-type="bibr" rid="ref38">38</xref>, <xref ref-type="bibr" rid="ref43">43</xref>) (two studies), with the UK (<xref ref-type="bibr" rid="ref35">35</xref>), Poland (<xref ref-type="bibr" rid="ref37">37</xref>), and Jordan (<xref ref-type="bibr" rid="ref44">44</xref>) (one study). The publication dates spanned from 2011 to 2025; eight of them after 2020 (<xref ref-type="bibr" rid="ref37 ref38 ref39 ref40 ref41 ref42 ref43 ref44">37&#x2013;44</xref>). A total of 600 participants were included in the meta-analysis, comprising 304 in the intervention group and 296 in the control group. The average age of participants ranged from 39.6&#x202F;&#x00B1;&#x202F;8.75 to 70&#x202F;&#x00B1;&#x202F;6&#x202F;years. Regarding PVD types, four studies focused on unilateral vestibular hypofunction (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref36">36</xref>, <xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref41">41</xref>), three examined benign paroxysmal positional vertigo (BPPV) (<xref ref-type="bibr" rid="ref38">38</xref>, <xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref43">43</xref>)[with one specifically addressing residual symptoms of BPPV (<xref ref-type="bibr" rid="ref43">43</xref>)], and two investigated elderly patients with dizziness (<xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref40">40</xref>). Additionally, one study each explored persistent postural-perceptual dizziness (PPPD) (<xref ref-type="bibr" rid="ref44">44</xref>), adults with dizziness (<xref ref-type="bibr" rid="ref35">35</xref>), and M&#x00E9;ni&#x00E8;re&#x2019;s disease (<xref ref-type="bibr" rid="ref33">33</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Characteristics of included studies.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Study</th>
<th align="center" valign="top">Age (I/C)</th>
<th align="left" valign="top">Participants</th>
<th align="left" valign="top">Intervention/VR Group</th>
<th align="left" valign="top">Control/comparison group</th>
<th align="left" valign="top">Type of VR equipment</th>
<th align="left" valign="top">Environment software</th>
<th align="left" valign="top">Outcome measures</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Garcia et al. (<xref ref-type="bibr" rid="ref33">33</xref>)<break/>Brazil</td>
<td align="center" valign="top">47.65/47.90</td>
<td align="left" valign="top">44 patients<break/>M&#x00E9;ni&#x00E8;re&#x2019;s disease.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;23<break/>Head-mounted display (45&#x202F;min/times, 2 times/week for 6&#x202F;weeks)&#x202F;+&#x202F;Light diet + 48&#x202F;mg per day of betahistine.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;21<break/>Light diet + 48&#x202F;mg/day of betahistine.</td>
<td align="left" valign="top">Immersive head-mounted display.<break/>Balance Rehabilitation Unit (BRUTM): A computer with a test program, a 40&#x202F;&#x00D7;&#x202F;40&#x202F;cm force platform, virtual reality goggles, a foam cushion.</td>
<td align="left" valign="top">Undescribed.</td>
<td align="left" valign="top">Vertigo:<break/>Dizziness Handicap Inventory (DHI).</td>
</tr>
<tr>
<td align="left" valign="top">Micarelli et al. (<xref ref-type="bibr" rid="ref34">34</xref>)<break/>Italy</td>
<td align="center" valign="top">49.72&#x202F;&#x00B1;&#x202F;10.34/50.48&#x202F;&#x00B1;&#x202F;9.12</td>
<td align="left" valign="top">47 patients<break/>Unilateral vestibular hypofunction.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;23<break/>Head-mounted display + Conventional VRT.<break/>30&#x2013;45&#x202F;min/times, 2 times/week for 4&#x202F;weeks.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;24<break/>Conventional VRT.<break/>30&#x2013;45&#x202F;min/times, 2 times/week for 4&#x202F;weeks.</td>
<td align="left" valign="top">Immersive head-mounted display.<break/>HMD &#x2018;Revelation&#x2019; 3D VR Headset (length &#x00D7; width &#x00D7; depth&#x202F;=&#x202F;140&#x202F;&#x00D7;&#x202F;105&#x202F;&#x00D7;&#x202F;64&#x202F;mm, weight&#x202F;=&#x202F;165&#x202F;g, 110&#x00B0; diagonal field of view) and a Windows Phone (Lumia 930, Windows 10 Mobile, Microsoft Corporation, Redmond, Washington, USA).</td>
<td align="left" valign="top">Track Speed Racing 3D game: Tilting the head left or right maneuvers the car to avoid veering off the road and achieve all goals before completing a lap. (Induces visual-vestibular conflict by simulating eye-head movements).</td>
<td align="left" valign="top">Vertigo:<break/>Dizziness Handicap Inventory (DHI).</td>
</tr>
<tr>
<td align="left" valign="top">Phillips et al. (<xref ref-type="bibr" rid="ref35">35</xref>)<break/>UK</td>
<td align="center" valign="top">48.00&#x202F;&#x00B1;&#x202F;15.00/47.00&#x202F;&#x00B1;&#x202F;16.00</td>
<td align="left" valign="top">40 patients<break/>Adults with dizziness.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;10<break/>Non-immersive gaming console.<break/>30&#x202F;min/times, 2 times/day for 16&#x202F;weeks.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;11<break/>Conventional VRT.<break/>30&#x202F;min/times, 2 times/day for 16&#x202F;weeks.</td>
<td align="left" valign="top">Non-immersive gaming console: Wii Fit balance platform.</td>
<td align="left" valign="top">Balance games: Heading, Ski Jump, Ski Slalom, Tightrope, Irritating Maze, Penguin Game, Snowboarding, and Meditation.</td>
<td align="left" valign="top">Vertigo:<break/>Dizziness Handicap Inventory (DHI).</td>
</tr>
<tr>
<td align="left" valign="top">Viziano et al. (<xref ref-type="bibr" rid="ref36">36</xref>)<break/>Italy</td>
<td align="center" valign="top">Undescribed</td>
<td align="left" valign="top">47 patients<break/>Unilateral vestibular hypofunction.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;23<break/>Head-mounted display (20&#x202F;min/day for 1&#x202F;month)&#x202F;+&#x202F;Conventional VRT {(Adaptation, substitution, habituation, and balance exercises)(30&#x2013;45&#x202F;min/times, twice a week for 1&#x202F;month)}</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;24<break/>Conventional VRT (Adaptation, substitution, habituation, and balance exercises).<break/>30&#x2013;45&#x202F;min/times, twice a week for 1&#x202F;month.</td>
<td align="left" valign="top">Immersive head-mounted display.</td>
<td align="left" valign="top">Undescribed.</td>
<td align="left" valign="top">Vertigo:<break/>Dizziness Handicap Inventory (DHI).</td>
</tr>
<tr>
<td align="left" valign="top">Stankiewicz et al. (<xref ref-type="bibr" rid="ref37">37</xref>)<break/>Poland</td>
<td align="center" valign="top">49.7&#x202F;&#x00B1;&#x202F;10.17/48.2&#x202F;&#x00B1;&#x202F;11.55</td>
<td align="left" valign="top">20 Patients<break/>Unilateral vestibular hypofunction.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;10<break/>Head-mounted display (2 sessions of 5&#x202F;min with 5-min intervals for 5 consecutive days)&#x202F;+&#x202F;Conventional VRT {(Cawthorne&#x2013;Cooksey exercise)(1 time/day for 5&#x202F;days)}.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;10<break/>Conventional VRT (Cawthorne&#x2013;Cooksey exercise).<break/>1 time/day for 5&#x202F;days.</td>
<td align="left" valign="top">Immersive head-mounted display (Based on the Google Cardboard platform).</td>
<td align="left" valign="top">VR Roller Coaster: An entertaining application with an open-top train ride through steep hills and valleys, accompanied by a very strong sensation of gravity shifts.</td>
<td align="left" valign="top">Vertigo: Vertigo Symptom Scale-Short Form (VSS-SF).</td>
</tr>
<tr>
<td align="left" valign="top">Shu et al. (<xref ref-type="bibr" rid="ref38">38</xref>)<break/>China</td>
<td align="center" valign="top">53.07&#x202F;&#x00B1;&#x202F;11.12/51.93&#x202F;&#x00B1;&#x202F;11.25</td>
<td align="left" valign="top">76 patients<break/>Primary BPPV.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;38<break/>Immersion Vestibular Function Rehabilitation Training System.<break/>15 to 20&#x202F;min/times, 2 times/day for 4&#x202F;weeks.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;38<break/>Conventional VRT (Cawthorne&#x2013;Cooksey exercise).<break/>15 to 20&#x202F;min/times, 2 times/day for 4&#x202F;weeks.</td>
<td align="left" valign="top">Head-mounted display, joystick, immersive vestibular function rehabilitation training system.</td>
<td align="left" valign="top">1. Introductory level (15 scenarios); 2&#x202F;weeks of seated practice.<break/>2. Consolidation level (21 scenes); 2&#x202F;weeks of practice in the standing position.</td>
<td align="left" valign="top">Vertigo:<break/>Dizziness Handicap Inventory (DHI).</td>
</tr>
<tr>
<td align="left" valign="top">Lima Reb&#x00EA;lo et al. (<xref ref-type="bibr" rid="ref39">39</xref>)<break/>Brazil</td>
<td align="center" valign="top">69.25&#x202F;&#x00B1;&#x202F;5.67/71.41&#x202F;&#x00B1;&#x202F;5.94</td>
<td align="left" valign="top">37 patients<break/>Older adults with balance disorders and risk of falls.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;20<break/>Head-mounted display for balance training.<break/>2 times/week for 8&#x202F;weeks.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;17<break/>Conventional VRT (Balance training in a straight line, around obstacles, gait/balance training on balance platforms and foam mats. Training the front of the trunk for stability).<break/>2 times/week for 8&#x202F;weeks.</td>
<td align="left" valign="top">Immersive head-mounted display: Oculus Rift (Consumer Edition, Facebook, United States).</td>
<td align="left" valign="top">BoxVR: Avoid obstacles by jumping, crouching, and alternately hitting flying circles<break/>Bask head: Basketball hoop strapped to the head, with angular movement of the head and torso while shooting a basketball<break/>InCell: The head tilts to avoid obstacles when moving forward automatically<break/>Thrills and Chills Roller Coasters: Staying upright while the roller coaster is moving (visual stimulation).</td>
<td align="left" valign="top">Vertigo:<break/>Dizziness Handicap Inventory (DHI).</td>
</tr>
<tr>
<td align="left" valign="top">Kany&#x0131;lmaz et al. (<xref ref-type="bibr" rid="ref40">40</xref>)<break/>Turkey</td>
<td align="center" valign="top">70&#x202F;&#x00B1;&#x202F;6/70&#x202F;&#x00B1;&#x202F;5</td>
<td align="left" valign="top">32 patients<break/>Elderly patients with dizziness.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;16<break/>Head-mounted display + Conventional VRT (Eye movements exercise, Gaze stabilization exercises, Postural stability exercises).<break/>30&#x202F;min/day, 5 times/week, for 3&#x202F;weeks.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;16<break/>Conventional VRT (Eye movements exercise, Gaze stabilization exercises, Postural stability exercises).<break/>30&#x202F;min/day, 5 times/week, for 3&#x202F;weeks.</td>
<td align="left" valign="top">Immersive head-mounted display.<break/>VR glasses (Samsung Gear VR-SM323), and a smartphone (Samsung Galaxy S7), 360 camera (Samsung Gear 360), and 3D viewing of 15-min and 1.5-min videos.</td>
<td align="left" valign="top">1. A wide plaza, crowded with pedestrian and automobile traffic, recording realistic ambient noise.<break/>2. An aisle room in a large supermarket, with all the shelves filled with goods of different shapes and colors.</td>
<td align="left" valign="top">Vertigo:<break/>Vertigo Symptom Scale (VSS), Dizziness Handicap Inventory (DHI).</td>
</tr>
<tr>
<td align="left" valign="top">Hasimova et al. (<xref ref-type="bibr" rid="ref41">41</xref>)<break/>Turkey</td>
<td align="center" valign="top">46.2&#x202F;&#x00B1;&#x202F;12.7/45.3&#x202F;&#x00B1;&#x202F;11.6</td>
<td align="left" valign="top">87 patients<break/>Unilateral vestibular hypofunction.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;45<break/>Non-immersive gaming console (45&#x202F;min/session, 2&#x202F;days/week for 8&#x202F;weeks)&#x202F;+&#x202F;Home exercise program {(Cawthorne&#x2013;Cooksey exercises) (30&#x202F;min/time, &#x2265; 5&#x202F;days/week)}.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;42<break/>Home exercise program (Cawthorne&#x2013;Cooksey exercises).<break/>30&#x202F;min/time, &#x2265; 5&#x202F;days/week.</td>
<td align="left" valign="top">Non-immersive gaming console: Nintendo Wii.</td>
<td align="left" valign="top">&#x201C;Soccer Heading,&#x201D; &#x201C;Slalom Ski,&#x201D; &#x201C;Penguin Slide,&#x201D; &#x201C;Tight Rope Walk,&#x201D; &#x201C;Snowboard Slalom,&#x201D; &#x201C;Ski Jumping,&#x201D; &#x201C;Table Tilt,&#x201D; and &#x201C;Balance Bubble.&#x201D;</td>
<td align="left" valign="top">Vertigo:<break/>Visual Analog Scale (VAS), Dizziness Handicap Inventory (DHI).</td>
</tr>
<tr>
<td align="left" valign="top">Ozdil et al. (<xref ref-type="bibr" rid="ref42">42</xref>)<break/>Turkey</td>
<td align="center" valign="top">44.08&#x202F;&#x00B1;&#x202F;14.66/47.33&#x202F;&#x00B1;&#x202F;1.39</td>
<td align="left" valign="top">31 patients<break/>BPPV.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;10<break/>PlayStation VR&#x202F;+&#x202F;VRT (Adaptation exercises, Habituation exercises, Balance exercises, Gait exercises).<break/>45 to 50&#x202F;min/day, 3 times/week for 8&#x202F;weeks.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;10<break/>Canalith Repositioning Maneuver.<break/>8&#x202F;weeks.</td>
<td align="left" valign="top">Immersive head-mounted display.<break/>VR headset: 3D glasses, VR headset.</td>
<td align="left" valign="top">Verti-Go Home game: In the tunnel, dodge the obstacles encountered by rotating the patient&#x2019;s head in different directions.</td>
<td align="left" valign="top">Vertigo:<break/>Visual Analog Scale (VAS).</td>
</tr>
<tr>
<td align="left" valign="top">Yan et al. (<xref ref-type="bibr" rid="ref43">43</xref>)<break/>China</td>
<td align="center" valign="top">54.87&#x202F;&#x00B1;&#x202F;3.24/54.55&#x202F;&#x00B1;&#x202F;3.67<sup>a</sup><break/>55.11&#x202F;&#x00B1;&#x202F;4.26/54.55&#x202F;&#x00B1;&#x202F;3.67<sup>b</sup></td>
<td align="left" valign="top">93&#x202F;patients<break/>Residual symptoms of BPPV.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;31<break/>Head-mounted display + Cawthorne&#x2013;Cooksey exercise<sup>a</sup> /Brandt&#x2013;Daroff exercise<sup>b</sup>.<break/>15&#x2013;20&#x202F;min/time, twice a day for 4&#x202F;weeks.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;31<sup>a</sup><break/>Cawthorne&#x2013;Cooksey exercise.<break/>10&#x202F;min/time, twice a day for 4&#x202F;weeks<break/><italic>N</italic>&#x202F;=&#x202F;31<sup>b</sup><break/>Brandt&#x2013;Daroff exercise<break/>5 times for 4&#x202F;weeks.</td>
<td align="left" valign="top">Immersive head-mounted display.</td>
<td align="left" valign="top">15 scenarios in the introductory and adaptation phase and 21 scenarios in the consolidation and improvement phase.</td>
<td align="left" valign="top">Vertigo:<break/>Dizziness Handicap Inventory (DHI).</td>
</tr>
<tr>
<td align="left" valign="top">AL-Omari et al. (<xref ref-type="bibr" rid="ref44">44</xref>)<break/>Jordan</td>
<td align="center" valign="top">39.6&#x202F;&#x00B1;&#x202F;8.75/40.9&#x202F;&#x00B1;&#x202F;13.02</td>
<td align="left" valign="top">40&#x202F;patients<break/>PPPD</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;20<break/>Head-mounted display + Optokinetic stimulation (Photodynamic stimulation video)&#x202F;+&#x202F;Conventional VRT (Gaze stabilization exercises, Postural stability exercises)<break/>45&#x2013;50&#x202F;min/times, twice a week for 6&#x202F;weeks.</td>
<td align="left" valign="top"><italic>N</italic>&#x202F;=&#x202F;20<break/>Optokinetic stimulation (Photodynamic stimulation video)&#x202F;+&#x202F;Conventional VRT (Gaze stabilization exercises, Postural stability exercises surface)<break/>45&#x2013;50&#x202F;min/times, twice a week for 6&#x202F;weeks.</td>
<td align="left" valign="top">Immersive head-mounted display: Samsung Gear VR glasses</td>
<td align="left" valign="top">Photodynamic stimulation video: Visual Vertigo Video, Car Driving Video and 3D Visual Rainbow Candy Video.</td>
<td align="left" valign="top">Vertigo:<break/>Dizziness Handicap Inventory (DHI).</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>I, Intervention group; C, Control group; VR, Virtual Reality; VRT, Vestibular Rehabilitation Therapy; BPPV, Benign paroxysmal positional vertigo; PPPD, Persistent postural-perceptual dizziness.</p>
<p><sup>a</sup>Cawthorne-Cooksey exercise group. <sup>b</sup>Brandt-Daroff exercise group.</p>
</table-wrap-foot>
</table-wrap>
<p>Ten studies (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref36 ref37 ref38 ref39 ref40">36&#x2013;40</xref>, <xref ref-type="bibr" rid="ref42 ref43 ref44">42&#x2013;44</xref>) compared head-mounted devices to conventional rehabilitation and two studies (<xref ref-type="bibr" rid="ref35">35</xref>, <xref ref-type="bibr" rid="ref41">41</xref>) compared non-immersive Nintendo Wii to conventional VRT.</p>
<p>Regarding the number of VR interventions in the intervention group, we observed an average of 13.3 sessions (13.3&#x202F;&#x00B1;&#x202F;5.25); Ozdil et al. (<xref ref-type="bibr" rid="ref42">42</xref>) applied the most sessions, a total of 24. The studies by Yan et al. (<xref ref-type="bibr" rid="ref43">43</xref>) and Micarelli et al. (<xref ref-type="bibr" rid="ref34">34</xref>) were used the least number of times with a total of 8 times. The range of intervention durations varied from 4 to 16&#x202F;weeks. The average duration range of each intervention was 26 to 35&#x202F;min. The average number of interventions per week was 6 (13.3&#x202F;&#x00B1;&#x202F;4.8). On the other hand, in the control group, the mean number of regular VRT sessions was 11.7 (11.7&#x202F;&#x00B1;&#x202F;6.4). The mean range of time per exercise was 34.7&#x202F;min.</p>
<p>Post-intervention vertigo symptoms were assessed using various scales across all participants. These instruments have demonstrated reliability as measures of vertigo symptoms. Ten studies (<xref ref-type="bibr" rid="ref33 ref34 ref35 ref36">33&#x2013;36</xref>, <xref ref-type="bibr" rid="ref38 ref39 ref40 ref41">38&#x2013;41</xref>, <xref ref-type="bibr" rid="ref43">43</xref>, <xref ref-type="bibr" rid="ref44">44</xref>) employed the Dizziness Handicap Inventory (DHI), of which Hasimova et al. (<xref ref-type="bibr" rid="ref41">41</xref>) and Kany&#x0131;lmaz et al. (<xref ref-type="bibr" rid="ref40">40</xref>) studies also used Visual Analog Scale (VAS), Vertigo Symptom Scale (VSS) respectively. Ozdil et al. (<xref ref-type="bibr" rid="ref42">42</xref>) and Stankiewicz et al. (<xref ref-type="bibr" rid="ref37">37</xref>) study used the VAS scale to measure vertigo. However, the utilization of various assessment tools across different studies has introduced complexity to our analysis. To address this challenge, we adhered to the Cochrane Handbook and standardized the data by calculating statistical measures, such as SMD (<xref ref-type="bibr" rid="ref45">45</xref>), thereby converting the scores from diverse studies into comparable effect sizes. This approach alleviated the influence of measurement tool discrepancies, facilitating comparisons and analyses of data from various studies within a cohesive framework. Furthermore, 12 studies (<xref ref-type="bibr" rid="ref33 ref34 ref35 ref36 ref37 ref38 ref39 ref40 ref41 ref42 ref43 ref44">33&#x2013;44</xref>) reported enhanced vertigo outcomes for continuous variables, with one study (<xref ref-type="bibr" rid="ref39">39</xref>) expressing outcomes using 95% CI and one (<xref ref-type="bibr" rid="ref40">40</xref>) using interquartile range. Subsequently, we applied the data transformation formula recommended by Chi and Luo to calculate the mean and standard deviation.</p>
</sec>
<sec id="sec16">
<label>3.3</label>
<title>Quality evaluation</title>
<p>The results of the risk of bias assessment for the RCTs are shown in <xref ref-type="fig" rid="fig2">Figure 2</xref>. 12 studies (<xref ref-type="bibr" rid="ref33 ref34 ref35 ref36 ref37 ref38 ref39 ref40 ref41 ref42 ref43 ref44">33&#x2013;44</xref>) discussed random sequence generation methods, including random number table methods and computerized random sequence methods. The studies of Viziano et al. (<xref ref-type="bibr" rid="ref36">36</xref>), Lima Reb&#x00EA;lo et al. (<xref ref-type="bibr" rid="ref39">39</xref>), and Ozdil et al. (<xref ref-type="bibr" rid="ref42">42</xref>) reported detailed methods of assigning concealment, whereas the other studies were considered as unclear risks. It is worth noting that only the studies by Viziano et al. (<xref ref-type="bibr" rid="ref36">36</xref>) and Lima Reb&#x00EA;lo et al. (<xref ref-type="bibr" rid="ref39">39</xref>) were described as double-blind, and the studies by Kany&#x0131;lmaz et al. (<xref ref-type="bibr" rid="ref40">40</xref>) and AL-Omari (<xref ref-type="bibr" rid="ref44">44</xref>) et al. as single-blind. The studies by Garcia et al. (<xref ref-type="bibr" rid="ref33">33</xref>), Ozdil et al. (<xref ref-type="bibr" rid="ref42">42</xref>), and Yan et al. (<xref ref-type="bibr" rid="ref43">43</xref>) explicitly stated that they did not blind patients, and one of them, Ozdil et al. (<xref ref-type="bibr" rid="ref42">42</xref>), did not blind the evaluators either, and therefore assessed the risk of bias as &#x201C;high risk,&#x201D; while the remaining studies were assessed as &#x201C;unclear risk of implementation bias.&#x201D; Ten studies (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref36 ref37 ref38 ref39">36&#x2013;39</xref>, <xref ref-type="bibr" rid="ref41 ref42 ref43 ref44">41&#x2013;44</xref>) had complete outcome data, and the studies by Philips et al. (<xref ref-type="bibr" rid="ref35">35</xref>) and Kany&#x0131;lmaz et al. (<xref ref-type="bibr" rid="ref40">40</xref>) were rated as &#x201C;low risk&#x201D; with reference to the number of reasons and excluded participants.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Risk of bias summary.</p>
</caption>
<graphic xlink:href="fneur-16-1638868-g002.tif">
<alt-text content-type="machine-generated">Risk of bias table for several studies showing seven categories: random sequence generation, allocation concealment, blinding of participants and personnel, blinding of outcome assessment, incomplete outcome data, selective reporting, and other bias. Symbols indicate low risk (green plus), unclear risk (yellow question mark), and high risk (red minus). Specific studies listed with varying risk levels across categories.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec17">
<label>3.4</label>
<title>Meta-analysis results</title>
<p>In total, 12 studies (<xref ref-type="bibr" rid="ref33 ref34 ref35 ref36 ref37 ref38 ref39 ref40 ref41 ref42 ref43 ref44">33&#x2013;44</xref>) examined the effectiveness of VR (immersive or non-immersive) in the rehabilitation of dizziness for patients with PVD. Two studies (<xref ref-type="bibr" rid="ref35">35</xref>, <xref ref-type="bibr" rid="ref41">41</xref>) compared non-immersive VR with conventional VRT, whereas 10 studies (<xref ref-type="bibr" rid="ref33">33</xref>, <xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref36 ref37 ref38 ref39 ref40">36&#x2013;40</xref>, <xref ref-type="bibr" rid="ref42 ref43 ref44">42&#x2013;44</xref>) compared immersive VR with conventional VRT. The study by Hasimova et al. (<xref ref-type="bibr" rid="ref41">41</xref>) used the DHI, VAS scale, and since the study explicitly stated that it was using VAS scale to evaluate vertigo severity, the VAS scale was chosen for variable inclusion. Although the study by Kany&#x0131;lmaz et al. (<xref ref-type="bibr" rid="ref40">40</xref>) also used DHI and VSS scales, the VSS scale was mainly used to evaluate the severity of vertigo, so the VSS scale was chosen for inclusion as a variable. The studies yielded continuous variables, assessed by different scales. Thus, SMD was employed as the effect size indicator.</p>
<p>Subsequently, we categorized the studies into two groups based on immersion levels, specifically the types of devices used&#x2014;immersive and non-immersive VR&#x2014;and conducted a subgroup analysis focusing on the primary variable of this review: improvement in dizziness.</p>
<p>In subgroup analyses examining immersion level, both non-immersive VR and immersive VR significantly improved vertigo symptoms in patients with PVD. In the specific study focusing on immersive VR, we concluded that vertigo symptoms significantly improved (SMD&#x202F;=&#x202F;&#x2212;2.08, 95% CI&#x202F;=&#x202F;&#x2212;3.13 to &#x2212;1.04, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001; <xref ref-type="fig" rid="fig3">Figure 3</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Subgroup analysis of immersive VR: Immersion level.</p>
</caption>
<graphic xlink:href="fneur-16-1638868-g003.tif">
<alt-text content-type="machine-generated">Forest plot depicts studies comparing non-immersive and immersive virtual reality (VR) interventions against control groups. Studies are grouped into non-immersive (two studies) and immersive VR (ten studies), with each showing mean differences and confidence intervals. The plot illustrates heterogeneity and overall effects, favoring the intervention, especially immersive VR, as indicated by a more negative standardized mean difference.</alt-text>
</graphic>
</fig>
<p>Given the observed effectiveness of immersive VR interventions in the subgroup analysis, along with the significant heterogeneity (<italic>I<sup>2</sup></italic> = 95%, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), this may be attributed to small sample sizes or inherent differences in intervention protocols and study designs among the included studies. We further investigated three intervention parameters as potential sources of heterogeneity: intervention period, single intervention duration, and intervention frequency. These analyses aim to systematically evaluate how VR intervention plans affect the effectiveness of immersive VR.</p>
<p>Regarding the intervention period, a duration of &#x2264;7&#x202F;weeks significantly improved vertigo symptoms in patients with PVD compared to a duration of &#x003E;7&#x202F;weeks (SMD&#x202F;=&#x202F;&#x2212;2.73; 95% CI&#x202F;=&#x202F;&#x2212;4.17 to &#x2212;1.28, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001; <xref ref-type="fig" rid="fig4">Figure 4</xref>). Conversely, the longer intervention period &#x003E;7&#x202F;weeks showed no statistically significant improvement in vertigo symptoms (SMD&#x202F;=&#x202F;&#x2212;1.02; 95% CI&#x202F;=&#x202F;&#x2212;2.56 to 0.53, <italic>p</italic>&#x202F;=&#x202F;0.20). In terms of single intervention duration, the synthesized effect size of the subgroup with &#x003C;30&#x202F;min/times (SMD&#x202F;=&#x202F;&#x2212;2.80, 95% CI&#x202F;=&#x202F;&#x2212;4.89 to &#x2212;0.70, <italic>p</italic>&#x202F;=&#x202F;0.009; <xref ref-type="fig" rid="fig5">Figure 5</xref>) exhibited a slightly larger effect than the subgroup with &#x2265;30&#x202F;min/times (SMD&#x202F;=&#x202F;&#x2212;1.03, 95% CI&#x202F;=&#x202F;&#x2212;1.72 to &#x2212;0.35, <italic>p</italic>&#x202F;=&#x202F;0.003). In terms of intervention frequency, intervention frequency &#x2265;5 times/week was effective in improving vertigo symptoms in patients with PVD compared with intervention frequency &#x003C;5 times/week (SMD&#x202F;=&#x202F;&#x2212;2.64; 95% CI&#x202F;=&#x202F;&#x2212;4.91 to &#x2212;0.38, <italic>p</italic>&#x202F;=&#x202F;0.02; <xref ref-type="fig" rid="fig6">Figure 6</xref>), and there was no statistical significance for intervention frequency &#x003C;5 times/week (SMD&#x202F;=&#x202F;&#x2212;1.98, 95% CI&#x202F;=&#x202F;&#x2212;1.98 to 0.11, <italic>p</italic>&#x202F;=&#x202F;0.08).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Subgroup analysis of immersive VR: Intervention period &#x2264;7&#x202F;weeks vs.&#x003E;7&#x202F;weeks.</p>
</caption>
<graphic xlink:href="fneur-16-1638868-g004.tif">
<alt-text content-type="machine-generated">Forest plot showing the standardized mean differences between intervention and control groups from various studies on two timelines: less than or equal to seven weeks and more than seven weeks. Each study is listed with its mean, standard deviation, and total sample size. Confidence intervals are represented with lines; diamonds represent summary estimates for subgroups and total. The plot visually indicates effect sizes favoring the intervention.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Subgroup analysis of immersive VR: Single intervention time&#x003C;30&#x202F;min/times vs.&#x202F;&#x2265;&#x202F;30&#x202F;min/times.</p>
</caption>
<graphic xlink:href="fneur-16-1638868-g005.tif">
<alt-text content-type="machine-generated">Forest plot comparing interventions and controls for studies categorized by session duration. It shows standardized mean differences with 95 percent confidence intervals. Subgroup data is presented for sessions less than and greater than or equal to thirty minutes. Heterogeneity statistics and overall effects are included.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Subgroup analysis of immersive VR: Intervention frequency&#x003C;5 times/week vs.&#x202F;&#x2265;&#x202F;5 times/week.</p>
</caption>
<graphic xlink:href="fneur-16-1638868-g006.tif">
<alt-text content-type="machine-generated">Forest plot showing studies comparing intervention and control groups based on frequency of sessions per week. Each study provides mean, standard deviation, and total participants. Subtotals for less than five and five or more times per week, along with total effects, are displayed with standard mean differences and confidence intervals. Visual markers include green squares for individual studies and diamonds for subtotals and overall effects. Statistical measures of heterogeneity and overall effect tests are included.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec18">
<label>3.5</label>
<title>Publication bias and sensitivity analysis</title>
<p>According to Cochrane&#x2019;s recommendations (<xref ref-type="bibr" rid="ref30">30</xref>), the use of funnel plots to test for publication bias is more reliable when the number of studies included in the Meta-analysis reaches at least 10. Therefore, the present study maps funnels for immersion levels, as well as for studies involving Intervention period in the immersive VR group. The results showed that the funnel plots presented a roughly left&#x2013;right symmetrical distribution, as shown in <xref ref-type="fig" rid="fig7">Figures 7</xref>, <xref ref-type="fig" rid="fig8">8</xref>. The Egger&#x2019;s test showed that there was no publication bias against the immersion level (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). For the studies involving Intervention period in the immersion VR group, there was publication bias (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). So the cut-and-patch method was adopted to deal with bias, no literature was added, and the data did not change after the cut-and-patch, thus it can be determined that the impact of bias on the results is small. Furthermore, we performed sensitivity analyses on the outcome indicators for the two groups independently. The results indicated that the effect sizes across the studies exhibited minimal change, suggesting that the findings of the meta-analysis are relatively stable.</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Funnel plot of immersion level.</p>
</caption>
<graphic xlink:href="fneur-16-1638868-g007.tif">
<alt-text content-type="machine-generated">Funnel plot showing the standard error of the standard mean difference (SMD) against SMD. Red diamonds indicate immersive VR studies, while black circles represent non-immersive VR studies. The plot suggests symmetrical distribution of data points within the dotted triangle, indicating no publication bias.</alt-text>
</graphic>
</fig>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p>Funnel plot of immersive VR group regarding intervention period studies.</p>
</caption>
<graphic xlink:href="fneur-16-1638868-g008.tif">
<alt-text content-type="machine-generated">Funnel plot illustrating the standard error (SE) versus the standardized mean difference (SMD). Data points include circles and diamonds, representing subgroups with timelines of less than or equal to seven weeks and more than seven weeks, respectively. The plot displays symmetry with dashed lines forming a funnel shape centered along a vertical dashed line at zero SMD.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec19">
<label>4</label>
<title>Discussion</title>
<sec id="sec20">
<label>4.1</label>
<title>Summary of findings</title>
<p>The main objective of this study was to investigate the effectiveness of different immersion levels of VR in improving vertigo symptoms in patients with PVD. The systematic review and meta-analysis herein comprehensively analyzed data from 12 RCTs to draw research conclusions. And further review identifies a diverse, generalized range of ideal options for conducting vestibular rehabilitation training. Overall, the use of both immersive and non-immersive VR appeared to help with vestibular rehabilitation, but immersive VR was more effective. Subgroup analyses also found that immersive VR programs with an intervention period of &#x2264;7&#x202F;weeks, a single intervention duration of &#x003C;30&#x202F;min, and an intervention frequency of &#x2265;5 times/week were more effective in improving vertigo.</p>
<p>Our meta-analysis showed that immersive VR showed statistically significant superiority over non-immersive VR and traditional VRT, although the results of this were limited by significant statistical heterogeneity. Patients with PVD utilized VR devices for balance and gait training, enhancing the stability of vestibulo-ocular reflex (<xref ref-type="bibr" rid="ref46">46</xref>), which in turn stimulated central nervous system compensatory mechanisms and helped in alleviating or eliminating vertigo symptoms (<xref ref-type="bibr" rid="ref47">47</xref>, <xref ref-type="bibr" rid="ref48">48</xref>). This constitutes one of the potential explanations for the systematic review finding that immersive VR is superior to both non-immersive and conventional VRT in mitigating vertigo symptoms, particularly through multisensory stimulation that enhances proprioceptive function (<xref ref-type="bibr" rid="ref49">49</xref>). Moreover, immersive VR may reduce anxiety and spatial fear during the rehabilitation process, which increasing patients&#x2019; confidence in treatment and their motivation to recover (<xref ref-type="bibr" rid="ref50">50</xref>, <xref ref-type="bibr" rid="ref51">51</xref>). Hazzaa&#x2019;s review corroborates our findings, indicating that immersive VR is a promising approach for effectively improving vertigo symptoms (<xref ref-type="bibr" rid="ref20">20</xref>). Conversely, Lima Reb&#x00EA;lo&#x2019;s study (<xref ref-type="bibr" rid="ref39">39</xref>) reported no significant differences between immersive VR and conventional VRT. This may be due to the fact that the patients included in that study were older, less receptive to VR equipment, and had difficulty concentrating during the training session, ultimately hindering their ability to complete the sessions. Furthermore, the subgroup conducted in this investigation were based on a small number of studies. Importantly, the results of this study are derived from fewer than 1,000 patients and are based on <italic>post hoc</italic> analyses; thus, a large volume of methodologically rigorous studies is necessary to revalidate these results before endorsing immersive VR for widespread clinical application.</p>
<p>The design and specific technical parameters of immersive VR training scenarios are critical for their clinical applications and subsequent research. Kany&#x0131;lmaz employed two types of immersive 3D VR scenarios: (1) a 15-min outdoor plaza video, captured with a Samsung Gear 360 camera, featuring pedestrians, vehicle traffic, and environmental sounds, in which patients engaged in seated and standing training within a clinical environment; (2) a 1.5-min video of a supermarket shelf filled with colorful products, where patients walked on a treadmill while wearing Samsung Gear VR goggles connected to a Galaxy S7 phone (<xref ref-type="bibr" rid="ref40">40</xref>). This setup allowed patients to alter their perspective to view products of varying shapes and colors while hearing authentic environmental sounds, thus helping their brains to mitigate dizziness induced by sensory information misalignment through the integration of inputs from multiple senses. Micarelli utilized VR equipment embedded in a &#x2018;Revelation&#x2019; 3D VR headset (dimensions: 140&#x202F;&#x00D7;&#x202F;105&#x202F;&#x00D7;&#x202F;64&#x202F;mm; weight: 165&#x202F;g), integrated with a Windows Phone (5.2-inch display, Lumia 930, Windows 10 Mobile, Microsoft Corporation) (<xref ref-type="bibr" rid="ref34">34</xref>). Patients were required to adjust the eye-tracking device&#x2019;s settings according to their pupillary distance and focal length prior to each use. Similarly, Lee employed a VR device comprising an Android smartphone (5.8-inch display, Samsung Galaxy S9) placed inside a &#x2018;BOBO VR Z4&#x2019; headset (dimensions: 194&#x202F;&#x00D7;&#x202F;117&#x202F;&#x00D7;&#x202F;127&#x202F;mm; weight: 410&#x202F;g), where patients were instructed to focus on a blue ball set against backgrounds of varying difficulty levels while maintaining a consistent speed during 15 head movements (<xref ref-type="bibr" rid="ref52">52</xref>). However, the studies included in the review did not report essential parameters such as resolution and refresh rate. Subsequently, our review of relevant research revealed that certain high-end VR devices have achieved a resolution of 4&#x202F;K per eye, with refresh rates reaching 120&#x202F;Hz or higher and field of view angles extending up to 200&#x00B0; (<xref ref-type="bibr" rid="ref53">53</xref>, <xref ref-type="bibr" rid="ref54">54</xref>). It is worth noting that the weight of VR devices also serves as a critical parameter (<xref ref-type="bibr" rid="ref55">55</xref>). Given that patients with peripheral vestibular vertigo are predominantly middle-aged and elderly, the prolonged use of heavier VR devices may compress the cervical spine and diminish comfort (<xref ref-type="bibr" rid="ref56">56</xref>). However, existing studies have reported limited relevant technical parameter indicators. It is expected that high-quality RCTs will be conducted in the future to establish standardized technical parameter indicators. Additionally, by integrating game levels and immersive life scenarios, VR environments enhance the enjoyment and motivation for vestibular training. It is recommended that rehabilitation programs for middle-aged and elderly individuals incorporate personalized setting options within the system, allowing patients to adjust device parameters (e.g., movement speed, visual intensity) according to their individual physical conditions.</p>
<p>Subgroup analyses found that intervention period of &#x2264;7&#x202F;weeks and single interventions lasting &#x003C;30&#x202F;min significantly improved vertigo symptoms in patients with PVD, which is consistent with the vestibular training program recommended by the guidelines (<xref ref-type="bibr" rid="ref11">11</xref>). This phenomenon may be attributed to the fact that a shorter intervention period not only reduces vestibular adaptation fatigue but also alleviates vertigo symptoms, thereby enhancing patients&#x2019; confidence in treatment adherence and the overall effectiveness of vestibular rehabilitation (<xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref38">38</xref>). Furthermore, we found that a frequency of &#x2265;5 times/week was more effective on improving vertigo symptoms (<xref ref-type="bibr" rid="ref37">37</xref>, <xref ref-type="bibr" rid="ref40">40</xref>). It may be due to the fact that frequent interventions in a short period of time help to accelerate and strengthen the adaptive and compensatory mechanisms of the vestibular system and improve patient compliance, ultimately improving vertigo symptoms. It is important to note that fully immersive VR also presents certain challenges. During the treatment process, patients with PVD are required to wear head-mounted displays, which can lead to an overload of visual information. Consequently, some participants may experience motion sickness, resulting in dizziness, nausea, and vomiting, thereby diminishing the effectiveness of the intervention (<xref ref-type="bibr" rid="ref57">57</xref>). This underscores the need for healthcare professionals to assess vestibular function continuously during rehabilitation, allow for flexible adjustments to the training program, and gradually increase training difficulty to achieve optimal intervention outcomes. Furthermore, the variability in the intervention effects among PVD patients, attributable to individual differences such as age and vertigo symptoms, suggests that comprehensive vestibular function assessments should be performed before designing a training program for these patients. This implies that before developing training programs for patients with PVD, a thorough assessment of vestibular function should be conducted, and individualized rehabilitation programs should be formulated, taking into account age, medical history, and cognitive level.</p>
</sec>
<sec id="sec21">
<label>4.2</label>
<title>Limitation</title>
<p>The study presents several limitations. First, the sample size included in the study is relatively small, and the nature of VR devices means that not all studies employ blinded methods. This significantly contributes to the Hawthorne effect and potential biases introduced by researchers, which may lead to an overestimation of the efficacy of VR in alleviating dizziness. Second, the study&#x2019;s results demonstrate substantial heterogeneity. Although sensitivity and subgroup analyses suggest that the meta-analysis results are relatively stable, the precise sources of heterogeneity remain undetermined. This may stem from the lack of uniformity in the tools used for measuring dizziness. Different studies utilize various tools, resulting in discrepancies in dimensions, assessments, and sensitivity. Such variations introduce data collection bias and exacerbate the heterogeneity of the results. Furthermore, the complexity of patients with PVD is another crucial factor. The variability in their causes, severity, and disease course may lead to clinical heterogeneity between studies, thereby challenging the stability of the results. Third, the outcome measures included in this research are subjective, which may introduce additional heterogeneity. It is recommended that future studies incorporate objective measures for assessing dizziness symptoms, such as the Mini-Balance Evaluation Systems Test (Mini-BES Test) and the Modified Clinical Test of Sensory Interaction for Balance (mCTSIB). Finally, most of the studies are single-center designs, and the technical parameters and performance of the VR devices differ, which may impose limitations that could affect treatment outcomes.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec22">
<label>5</label>
<title>Conclusion</title>
<p>In conclusion, most of the included studies indicate that immersive VR was more effective in improving vertigo symptoms in patients with PVD, where the intervention period was &#x2264;7&#x202F;weeks, the single intervention time was &#x003C;30&#x202F;min, and the intervention frequency was &#x2265;5 times/week were more desirable for the improvement of vertigo symptoms in patients with PVD. It is recommended to establish standardized VR device parameter indicators in the future, and use the same outcome assessment tools as much as possible to conduct larger-sample, multicenter, high-quality studies aimed at providing clear evidence regarding the efficacy of immersive VR for PVD patients. Additionally, the development of scientific and personalized vestibular training programs, along with high-performance VR devices tailored to address the individual needs of elderly patients with PVD, is essential. Providing these patients with personalized vestibular rehabilitation programs and high-quality rehabilitative care services will help achieve the best possible rehabilitation outcomes.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec23">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec24">
<title>Author contributions</title>
<p>XiaoyiL: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. SY: Writing &#x2013; review &#x0026; editing. YW: Writing &#x2013; review &#x0026; editing. ZT: Writing &#x2013; review &#x0026; editing. XA: Writing &#x2013; review &#x0026; editing. XR: Writing &#x2013; review &#x0026; editing. XS: Writing &#x2013; review &#x0026; editing. ZZ: Writing &#x2013; review &#x0026; editing. HW: Writing &#x2013; review &#x0026; editing. XiaoyinL: Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec25">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was supported by the Research Fund of Shandong Provincial Research Hospital Association (2023007) and the Research Fund of Shandong Provincial Research Hospital Association (2022005).</p>
</sec>
<ack>
<p>We would like to thank Hong Wang and Sha Yang for their support of this study.</p>
</ack>
<sec sec-type="COI-statement" id="sec26">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec27">
<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec28">
<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>
<sec sec-type="supplementary-material" id="sec29">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fneur.2025.1638868/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fneur.2025.1638868/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Data_Sheet_2.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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