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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychiatry</journal-id>
<journal-title>Frontiers in Psychiatry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychiatry</abbrev-journal-title>
<issn pub-type="epub">1664-0640</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyt.2024.1511920</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychiatry</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The effectiveness of music therapy in improving behavioral symptoms among children with autism spectrum disorders: a systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Gao</surname>
<given-names>Xiuyan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2852251"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<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>Xu</surname>
<given-names>Guangjun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fu</surname>
<given-names>Ningning</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ben</surname>
<given-names>Qi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Lin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Bu</surname>
<given-names>Xiumei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Nursing, Liaoning University of Traditional Chinese Medicine</institution>, <addr-line>Shenyang, Liaoning</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Health Management, Liaoyang Vocational College of Technology</institution>, <addr-line>Liaoyang, Liaoning</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Antonio Narzisi, Stella Maris Foundation (IRCCS), Italy</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Weijia Yang, Shandong Xiehe University, China</p>
<p>Ferdinando Suvini, Conservatorio di Musica Girolamo Frescobaldi, Italy</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xiumei Bu, <email xlink:href="mailto:1366319241@qq.com">1366319241@qq.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1511920</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Gao, Xu, Fu, Ben, Wang and Bu</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Gao, Xu, Fu, Ben, Wang and Bu</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>
<title>Objectives</title>
<p>This comprehensive review and meta-analysis aimed to thoroughly identify the effectiveness of music therapy (MT) in improving behavioral symptoms in children with autism spectrum disorders (ASD) by analyzing the data from all relevant randomized controlled trials (RCTs) related to this field.</p>
</sec>
<sec>
<title>Methods</title>
<p>From inception until September 18, 2024, PubMed, Web of Science, the Cochrane Library, SinoMed, and Embase were searched. Two reviewers extracted the data separately, and any controversies between the authors&#x2019; assessments were resolved by conversation or speaking with another author. The behavioral symptoms scale score before and after the intervention was taken from the included trials and used to reflect the therapeutic effect of music therapy in children with autism.</p>
</sec>
<sec>
<title>Results</title>
<p>2607 records across all retrieved databases were discovered, thirteen of which were included in a meta-analysis with 1160 participants. According to the meta-analysis, children with autism showed a substantial improvement in their behavior symptoms when receiving music treatment (standardized mean difference [SMD] = -0.66, 95% confidence interval [CI]: -0.93 to -0.39, <italic>p</italic> &lt; 0.001). With <italic>I</italic>
<sup>2</sup> = 78% and <italic>P</italic> &lt; 0.001, we did discover a medium level of heterogeneity among the included studies.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>MT has a positive impact on improving behavioral symptoms in children with autism. However, given the significant heterogeneity and limitations in this study, RCTs with rigorous methodological quality are still required to confirm the curative benefits of MT in autistic children precisely.</p>
</sec>
<sec>
<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 CRD42024597939.</p>
</sec>
</abstract>
<kwd-group>
<kwd>music therapy</kwd>
<kwd>children</kwd>
<kwd>autism spectrum disorder</kwd>
<kwd>behavioral symptoms</kwd>
<kwd>meta-analysis</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="54"/>
<page-count count="11"/>
<word-count count="5252"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Autism</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Autism spectrum disorder is a persistent neurological upgrowth disorder characterized by difficulty in social contact, limited interests, and repetitious behaviors (<xref ref-type="bibr" rid="B1">1</xref>). In line with reports, throughout the previous 20 years in the United States, the frequency of autism spectrum disorder has varied from 2 in 10,000 to 1 in 54 (<xref ref-type="bibr" rid="B2">2</xref>). A study in 2019 by Sun et&#xa0;al. estimated that the incidence of autism spectrum disorder was approximately 1% in China (<xref ref-type="bibr" rid="B3">3</xref>), and the prevalence of boys was about four times that of girls (<xref ref-type="bibr" rid="B4">4</xref>). Additionally, an updated systematic review indicated that by 2021, the global average prevalence of autism was estimated to be about 1% (<xref ref-type="bibr" rid="B5">5</xref>). Not only that the number of children diagnosed with autism keep increasing, but children with autism may experience a range of abnormal behaviors in their early years, including resistance, irritability, social disengagement, stereotyped behavior, and incorrect speech when compared to children with typical development. This could explain why they can&#x2019;t form positive peer and family relationships and lack the social skills necessary to adjust to normal social situations. Despite autism having significant negative effects on children and parents in the field of daily life, financial, physical, and mental health (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>), the effective treatments available to reduce the incidence of behavioral issues in children with autism are still few and untested. Thus, exploring scientific and efficient therapeutic measures to lessen the symptom severity of children with autism and improve behavioral symptoms is urgent.</p>
<p>As a result of the complex pathophysiology, which is linked to the interaction of early developmental environmental factors and genetics, there is an ongoing debate over the efficacy of current treatments for autism spectrum disorder in addressing behavioral symptoms. Applied behavioral analysis (<xref ref-type="bibr" rid="B8">8</xref>), cognitive behavioral therapy (<xref ref-type="bibr" rid="B9">9</xref>), sensory integration training (<xref ref-type="bibr" rid="B10">10</xref>), and medication therapy (<xref ref-type="bibr" rid="B11">11</xref>) are a few examples of interventions that have been used to address behavior problems in the past, but they always require a longer course of treatment, and because autistic children differ greatly from one another, the safety and efficacy of these therapies are not currently sufficiently supported by the available evidence (<xref ref-type="bibr" rid="B12">12</xref>). Thus, there is a pressing need to find novel cure therapy due to the increased prevalence of autism spectrum disorder and the lack of effective interventions for improving behavioral symptoms.</p>
<p>Drawing from the theory of behavioral, cognitive, and humanistic, an expanding body of randomized clinical research has explored the efficacy of music or music therapy in improving behavioral symptoms in children with autism spectrum disorder. Music therapy has been defined as &#x201c;a systematic process of intervention that the eligible music therapist makes advantage of musical experience and the connections that foster through them as a dynamic process of transformation to improve patients&#x2019; health (<xref ref-type="bibr" rid="B13">13</xref>), while music intervention (e.g., music listening, music training, and singing, etc.) fails to make people relate to others, to communicate, and to share their feelings as a result of paying little attention on the intrinsic need of patients. Hence, music therapy, as a child-centered method, is gradually performed to support health and psychological development (<xref ref-type="bibr" rid="B14">14</xref>), where a qualified therapist concentrates on the children&#x2019;s immersion, actions, and interests (<xref ref-type="bibr" rid="B15">15</xref>). Children with autism spectrum disorder would have their cortical and subcortical brain areas, which are linked to emotions and rewards, stimulated when receiving music therapy (<xref ref-type="bibr" rid="B16">16</xref>), which could help improve social motivation and emotional resonance in autism (<xref ref-type="bibr" rid="B17">17</xref>). Additionally, the mirror neuron system in the brain, which is beneficial to enhance imitation behavior will be strengthened in the engagement of music activities (<xref ref-type="bibr" rid="B18">18</xref>). As a cost-effective and non-invasive complementary adjunct therapy, music therapy shows its unique value in the treatment of autism spectrum disorder and makes children exhibit a strong preference for music (<xref ref-type="bibr" rid="B19">19</xref>). The effectiveness of music therapy in improving behavior symptoms (e.g., social interaction (<xref ref-type="bibr" rid="B20">20</xref>), general behavior, emotion sharing and recognition (<xref ref-type="bibr" rid="B21">21</xref>), imitation, and social skills (<xref ref-type="bibr" rid="B22">22</xref>), etc.) has been backed by certain studies conducted both at home and globally. However, the clinical therapeutic benefits of music therapy were called into question when a recent multi-center randomized controlled trial found that no statistically dramatic difference between music therapy groups and enhancement standard treatment groups was detected from the outlook of improving social effects before and after intervention (<xref ref-type="bibr" rid="B23">23</xref>). As a result, the efficacy evidence to support that music therapy has positive therapeutic benefits for children with autism spectrum disorder is still untenable.</p>
<p>Notably, a thorough evaluation of the literature revealed a dearth of research-based music therapy programs for reducing the behavioral symptoms of autism in kids. The bulk of small sample size randomized clinical trials, brief intervention length, inadequate methodological design, and insufficient follow-up highlight the need for additional research on the efficacy of music therapy in addressing behavior issues among those with autism spectrum disorder. Even though a few scholars have carried out meta-analyses regarding the efficacy of music therapy in the cure of autism spectrum disorder (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>), in contrast to earlier studies, this meta-analysis attempts to impartially evaluate the available data about the effectiveness of music therapy in reducing the behavioral symptoms in children with autism spectrum disorder to offer new perspectives and approaches to lessen the likelihood of behavioral abnormalities in this population.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<p>This meta-analysis, registered on PROSPERO (CRD42024597939), was conducted according to the updated Preferred Reporting Items for Systematic Reviews and Meta-Analysis statement (<xref ref-type="bibr" rid="B26">26</xref>).</p>
<sec id="s2_1">
<label>2.1</label>
<title>Search strategy</title>
<p>Two authors independently conducted a comprehensive retrieval of the databases of the Cochrane Library, SinoMed, PubMed Embase, and Web of Science from inception to September 18, 2024, to acquire the most knowledge in this field of research as well as because of the fewer studies about MT in ASD in the past. We utilized the search terms with medical subject headings or a combination of free text words and concepts related to children with ASD and MT, such as (&#x201c;autistic disorder&#x201d; or &#x201c;autis* spectrum disorders&#x201d; or &#x201c;early infantile autism&#x201d; or autis* or &#x201c;autistic traits&#x201d; or ASD), AND (&#x201c;music therapy&#x201d; or &#x201c;music training&#x201d; or &#x201c;music intervention&#x201d; or improvis* or music), without regard to language or status of the publication. Scanning was also carried out of the references in the contained studies manually to identify studies that we may have missed (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Inclusion and exclusion criteria</title>
<p>PICOS (Population, Intervention, Comparator, Outcomes, Study Design) criteria were used to select studies, as outlined in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>PICOS criteria for inclusion of studies.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Parameter</th>
<th valign="middle" align="left">Criteria</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Population</td>
<td valign="top" align="left">Children and adolescents under 18 years old and were diagnosed with ASD</td>
</tr>
<tr>
<td valign="top" align="left">Intervention</td>
<td valign="top" align="left">Studies involving MT performed by a trained therapist</td>
</tr>
<tr>
<td valign="top" align="left">Comparator</td>
<td valign="top" align="left">studies with no limitations on control measures</td>
</tr>
<tr>
<td valign="top" align="left">Outcomes</td>
<td valign="top" align="left">Studies reporting behavioral ability associated with ASD</td>
</tr>
<tr>
<td valign="top" align="left">Study design</td>
<td valign="top" align="left">Studies with randomized controlled trials in peer-reviewed journals with a Journal Citation Reports Index</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>ASD, autism spectrum disorder; MT, music therapy.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Criteria used for inclusion: (P) kids and teenagers under the age of eighteen were diagnosed with ASD as defined in DSM-5 (<xref ref-type="bibr" rid="B27">27</xref>) or ICD-11 (<xref ref-type="bibr" rid="B28">28</xref>) criteria; (I) involving music therapy (e.g., Mozart music, Orff music, Chinese medicine Wuxing-music, improvisational music therapy, etc.) delivered by a professional music therapist in the experiment group; (C) studies without limitations on comparison (no treatment or standard care); (O) employing appropriate measurement tools to appraise behavioral symptoms and providing clear data on behavioral symptoms in change score for easily evidence synthesis; (S) only randomized controlled trials were included, which were deemed to represent the higher quality of evidence, but studies with the design of single-case experimental were excluded.</p>
<p>Criteria used for exclusion: studies relating to animal experiment and intervention research; unavailable or unclear data after contacting the authors of studies; descriptive reviews or systematic reviews; books, study protocols, and letters from conferences; case study.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Literature screening and data extraction</title>
<p>All of the records that were searched were entered into EndNote X9, a reference management program. After removing duplicate entries, two writers (X. Gao and Q. Ben) independently assessed the recovered studies based on their evaluation of the abstracts and titles to identify potentially eligible studies. Following their reading of the entire material that appeared to be eligible, the two authors then went on to evaluate individual studies to determine which study was eventually included in further analysis. The other two writers, X. Gao, and N. Fu, used a formal sheet to capture information from each study on the first author&#x2019;s name, the country of study, the year of publication, the study design, sample size, age, recommended interventions, behavioral symptoms linked to ASD, etc. Any discrepancies were resolved by discussion of screening criteria, otherwise, a third author (X. Bu) was consulted and made arbitration on the disagreements.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Study quality assessment</title>
<p>We carried out a thorough quality evaluation based on the Cochrane risk-of-bias instrument for randomized trials by two authors (X. Gao and N. Fu) separately to determine the possible influence of bias in the assessed studies. The exact components considered in this assessment were the following: random sequence creation, hidden allocation, blinding of participants and staff, outcome assessment blinding, inadequate outcome data, selective reporting, and other biases (<xref ref-type="bibr" rid="B29">29</xref>). Three categories were used to classify each bias: high danger, unknown danger, and low danger following the sheet with details on the available information that led to each judgment. Any disagreements among the authors&#x2019; assessments were resolved by consultation or assistance from the final author (X. Bu).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical methods</title>
<p>Review Manager (V 5.4) assessed the bias risk for the randomized controlled trials, and all meta-analyses and realizations were valued based on STATA (V 15.0) and Review Manager (V 5.4). Standard mean difference and its 95% confidence interval were chosen as the effect size as all of the outcome indicators were continuous variables and distinct measurement tools were employed for the same intervention outcome indicator. In addition, SMD values of 0.2-0.49, 0.5-0.8, and &gt; 0.8 were deemed to represent small, medium, and large differences, respectively (<xref ref-type="bibr" rid="B30">30</xref>). To quantify the heterogeneity among the literature, the <italic>p</italic>-value of Cochran&#x2019;s Q test and the <italic>I</italic>
<sup>2</sup> test, which is advised by Cochrane Reviews and gives an estimate of the proportion of variance of effect sizes that results from clinical and methodological heterogeneity rather than chance were used (<xref ref-type="bibr" rid="B31">31</xref>). Values of 50%, 50-75%, and 75% indicate small, moderate, and high levels of heterogeneity, respectively (<xref ref-type="bibr" rid="B32">32</xref>). When there was no substantial heterogeneity <italic>(p</italic> &#x2265; 0.1 and <italic>I</italic>
<sup>2</sup> &#x2264; 50%), the fixed effects model was employed for the meta-analysis; in other cases, the DerSimonian and Laird random effects model, which considers variance between and within studies (<xref ref-type="bibr" rid="B33">33</xref>), and the source of heterogeneity were examined (<xref ref-type="bibr" rid="B32">32</xref>).</p>
<p>In the subgroup and meta-regression analysis (at least ten studies included), which were conducted to look at underlying factors impacting effect size, the following factors were found to be moderators: publication year, sample size, music style, the modality of intervention, measuring methods, and time of intervention. The results of the meta-analysis were verified for reliability and robustness using a leave-one-out sensitivity test. In addition, we examined publication bias using Egger&#x2019;s test (<xref ref-type="bibr" rid="B34">34</xref>) and funnel plots. If <italic>p</italic> &lt; 0.05 and the publication bias tests&#x2019; funnel plot failed to show a harmonious symmetry, we further used the trim-and-fill method (<xref ref-type="bibr" rid="B35">35</xref>), which recalculates the pooled SMD to incorporate hypothetical missing studies as needed, to account for the predicted publication bias.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Results of the literature search</title>
<p>The process for screening and choosing literature is depicted in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. Five electronic databases produced 2607 results for the first search. Just forty studies were reviewed in full after duplicates were removed and titles and abstracts were carefully examined. Six of the forty-three research had unclear study data, while two of the studies had incomplete text availability. There were only thirteen studies included in the systematic review and meta-analyses after we found that nineteen of the studies were unsuitable because of the study topic, study design, and intervention measures.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>PRISMA flow diagram for the inclusion and selection of research.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1511920-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>General characteristics of included literature</title>
<p>
<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> lists the essential details of the thirteen included studies, promoting clarity and making it easier to comprehend the main traits of the studies that were part of our analysis. Thirteen studies with 1160 participants were included in this systematic review and meta-analysis. Only three studies (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B41">41</xref>) did not report data of equal sample sizes based on the data analyzed during pre- and post-music therapy intervention. Except for the study by Yurteri N et&#xa0;al. (<xref ref-type="bibr" rid="B38">38</xref>), all studies included boys and girls with ages ranging from one to fourteen years. All studies used music therapy in different music styles, such as Orff music therapy (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B41">41</xref>), Chinese medicine Wuxing-music (<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B39">39</xref>), Parent-child cooperative music therapy (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>), and singing bowls music therapy (<xref ref-type="bibr" rid="B45">45</xref>), etc. The studies in the analysis had intervention periods ranging from eight weeks (<xref ref-type="bibr" rid="B38">38</xref>) to one year (<xref ref-type="bibr" rid="B46">46</xref>). Of these, seven studies conducted interventions time twelve weeks or longer, while the remaining six studies all had interventions lasting ten weeks or less. Regarding the measurement instruments, only one study (<xref ref-type="bibr" rid="B25">25</xref>) utilized an autism diagnostic observation schedule (ADOS) and the remaining studies all used an autistic behavior checklist (ABC).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Basic characteristics of literature.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Study</th>
<th valign="middle" align="left">Year</th>
<th valign="middle" align="left">Country</th>
<th valign="middle" align="left">Study<break/>design</th>
<th valign="middle" align="left">Age<break/>(Year)</th>
<th valign="middle" align="left">Sample<break/>size</th>
<th valign="middle" align="left">Intervention</th>
<th valign="middle" align="left">Control</th>
<th valign="middle" align="left">Intervention prescriptions</th>
<th valign="middle" align="left">Behavioral symptoms<break/>(scale)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Bieleninik, L (<xref ref-type="bibr" rid="B25">25</xref>)</td>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">Multi-center<break/>Nine countries</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">4-7</td>
<td valign="top" align="left">314</td>
<td valign="top" align="left">N=165<break/>enhanced standard care + IMT</td>
<td valign="top" align="left">N=149<break/>Enhanced standard care</td>
<td valign="top" align="left">One-to-one;<break/>30 minutes three times a week for 20 weeks or 30 minutes once a week for 20 week</td>
<td valign="top" align="left">ADOS</td>
</tr>
<tr>
<td valign="top" align="left">Fan, Q L (<xref ref-type="bibr" rid="B33">33</xref>)</td>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">3-6</td>
<td valign="top" align="left">93</td>
<td valign="top" align="left">N=48<break/>comprehensive rehabilitation + Orff music therapy</td>
<td valign="top" align="left">N=45<break/>Comprehensive rehabilitation</td>
<td valign="top" align="left">Group;<break/>40 minutes twice a week for 24 weeks</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">Rabeyron, T (<xref ref-type="bibr" rid="B16">16</xref>)</td>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">4-7</td>
<td valign="top" align="left">36</td>
<td valign="top" align="left">N=19<break/>MT</td>
<td valign="top" align="left">N=17<break/>ML</td>
<td valign="top" align="left">Group;<break/>30 minutes once a week for 32 weeks</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">Yurteri, N (<xref ref-type="bibr" rid="B32">32</xref>)</td>
<td valign="top" align="left">2019</td>
<td valign="top" align="left">America</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">2-7</td>
<td valign="top" align="left">24</td>
<td valign="top" align="left">N=12<break/>IMT</td>
<td valign="top" align="left">N=12<break/>Usual care</td>
<td valign="top" align="left">Group;<break/>40 minutes twice a week for 8 weeks;</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">He, Y X (<xref ref-type="bibr" rid="B36">36</xref>)</td>
<td valign="top" align="left">2022</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">3-5</td>
<td valign="top" align="left">100</td>
<td valign="top" align="left">N=50<break/>Parent-child cooperative music therapy + ABA</td>
<td valign="top" align="left">N=50<break/>ABA</td>
<td valign="top" align="left">Group (Offline);<break/>Online: 5-10 minutes once a week for 8 weeks with Mozart music;<break/>Offline: 60 minutes once a week for 8weeks with Orff music;</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">Li, N (<xref ref-type="bibr" rid="B37">37</xref>)</td>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">2-7</td>
<td valign="top" align="left">60</td>
<td valign="top" align="left">N=30<break/>Usual care + singing bowls music therapy</td>
<td valign="top" align="left">N=30<break/>Usual care</td>
<td valign="top" align="left">Group;<break/>30 minutes three times a week for 24 weeks;<break/>Treatment 10 times and rest 20 days</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">Rao, J M (<xref ref-type="bibr" rid="B35">35</xref>)</td>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">6-8</td>
<td valign="top" align="left">102</td>
<td valign="top" align="left">N=51<break/>Usual care + Chinese medicine Wuxing-music</td>
<td valign="top" align="left">N=51<break/>Usual care</td>
<td valign="top" align="left">One-to-one and Group;<break/>30-35 minutes six times a week for 12 weeks</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">Shen, S (<xref ref-type="bibr" rid="B38">38</xref>)</td>
<td valign="top" align="left">2022</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">2-9</td>
<td valign="top" align="left">75</td>
<td valign="top" align="left">N=38<break/>Usual care + Parent-child cooperative music therapy</td>
<td valign="top" align="left">N=37<break/>Usual care</td>
<td valign="top" align="left">Group (Offline);<break/>Online: 5-10 minutes once a week for 24 weeks;<break/>Offline: 60 minutes once a week for 24 weeks</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">Xiao, Q (<xref ref-type="bibr" rid="B39">39</xref>)</td>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">3-9</td>
<td valign="top" align="left">80</td>
<td valign="top" align="left">N=40<break/>Auditory integrated training + MT</td>
<td valign="top" align="left">N=40<break/>Auditory integrated training</td>
<td valign="top" align="left">Group;<break/>40 minutes five times a week for one year;</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">Zhang, L (<xref ref-type="bibr" rid="B34">34</xref>)</td>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">3-7</td>
<td valign="top" align="left">80</td>
<td valign="top" align="left">N=40<break/>Repetitive transcranial magnetic stimulation + Orff music therapy</td>
<td valign="top" align="left">N=40<break/>Repetitive transcranial magnetic stimulation</td>
<td valign="top" align="left">Group;<break/>20 to 30 minutes every 3 days for 12 weeks;</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">Zhao, Y H (<xref ref-type="bibr" rid="B40">40</xref>)</td>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">&#x2264;14</td>
<td valign="top" align="left">68</td>
<td valign="top" align="left">N=38<break/>Usual care + MT</td>
<td valign="top" align="left">N=30<break/>Usual care</td>
<td valign="top" align="left">Group;<break/>60 minutes two times a week for 15 weeks</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">Zhou, Y (<xref ref-type="bibr" rid="B41">41</xref>)</td>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">1-6</td>
<td valign="top" align="left">32</td>
<td valign="top" align="left">N=16<break/>Usual care + Chinese medicine Wuxing-music</td>
<td valign="top" align="left">N=16<break/>Usual care</td>
<td valign="top" align="left">One-to-one and group;<break/>12 weeks</td>
<td valign="top" align="left">ABC</td>
</tr>
<tr>
<td valign="top" align="left">Zhou, Y H (<xref ref-type="bibr" rid="B42">42</xref>)</td>
<td valign="top" align="left">2018</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">RCT</td>
<td valign="top" align="left">1-7</td>
<td valign="top" align="left">96</td>
<td valign="top" align="left">N=48<break/>MT</td>
<td valign="top" align="left">N=48<break/>Speech training</td>
<td valign="top" align="left">Group;<break/>Two times a week for ten weeks</td>
<td valign="top" align="left">ABC</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>MT, Music Therapy; IMT, Improvisational Music Therapy; ML, Music Listening; ABC, Aberrant Behavior Checklist; ADOS, Autism Diagnostic Observation Schedule; ABA, Applied Behavior Analysis.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Risk of bias</title>
<p>An overview of the risk of bias findings targeting every eligible literature is given in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>. The PRISMA guidelines were followed in the evaluation of the quality of the available evidence. There was little chance of reporting bias and other biases in any of the 13 studies. It is challenging to keep participants unaware that they are taking part in a music therapy intervention, and none of the included research met the high standards required for a double-blind, randomized controlled study design. Just two studies (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B37">37</xref>) revealed allocation concealment, but the majority of included research (n = 9) were rated as low risk in random sequence generation. Consequently, the evaluated literature was deemed to be of &#x201c;moderate&#x201d; quality in general.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Assessment of risk of bias in included studies.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1511920-g002.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Effectiveness of music therapy on behavioral symptoms</title>
<p>Thirteen research evaluated the impact of music therapy on the behavioral symptoms in kids with autism spectrum disorder. Of these 1160 participants, one study (<xref ref-type="bibr" rid="B25">25</xref>) used the ADOS scale to assess the effectiveness of music therapy on children with autism spectrum disorder, and the results showed no significant difference in improving behavioral symptoms between the music therapy group and the control group. The other studies, on the other hand, all used the ABC scale, and a significant difference in the overall improvement of behavioral symptoms related to autism spectrum disorder was found. A random effects meta-analysis of 13 randomized controlled studies was conducted, taking into account maximum heterogeneity (<italic>p</italic> &lt; 0.05, <italic>I</italic>
<sup>2</sup> = 78%). The results indicated a significant overall effect size (pooled SMD = -0.66, 95% CI: -0.93 to -0.39, Z = 4.75, <italic>p</italic> &lt; 0.001) in improving behavioral symptoms in autistic children in comparison to the control group. The combined analysis results are displayed in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Meta-analysis of the effectiveness of music therapy on behavioral symptoms.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyt-15-1511920-g003.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Meta-regression and subgroup analysis</title>
<p>The analysis of randomized controlled studies yielded an <italic>I</italic>
<sup>2</sup> estimate of inter-study heterogeneity of 78% on account of the differences in sample size, demographics, and characteristics between music therapy groups and control groups. Thus, to determine the factors that influence heterogeneity among the included research, a variety of potential variables were coded and examined. For publication year, sample size, music style, intervention type, measurement tools, and intervention duration, a preliminary meta-regression analysis was conducted in the set of 13 randomized controlled studies. The results showed that none of the factors&#x2019; moderating effects were statistically significant (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>).</p>
<p>Subgroup analyses on measurement tools, intervention duration, sample size, intervention type, publication year, and music type were further performed to confirm whether some factors may alter the results of meta-analysis and explore the influencing factors of heterogeneity. Surprisingly, the results of subgroup analysis revealed that no statistically significant variation was found in the amelioration of behavioral symptoms in children with autism between the experiment and comparison group in the subgroup of ADOS (pooled SMD: -0.01, 95% CI: -0.23-0.21, <italic>p</italic> = 0.92), sample size&#x2265;100 (pooled SMD: -0.26, 95% CI: -0.60-0.08, <italic>P</italic> = 0.13), one-to-one intervention (pooled SMD: -0.35, 95% CI: -0.81-0.11, <italic>p</italic> = 0.13), and parent-child cooperative music therapy (pooled SMD: -0.86, 95% CI: -1.96-0.24, <italic>P</italic> = 0.12). In addition, the behavioral symptoms scores were higher in trials with intervention durations of &lt; 12 weeks than in those with &#x2265; 12 weeks (SMD = -0.69 vs. -0.61) and studies published before and after 2020 did not significantly differ concerning the publication year (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S3A, B</bold>
</xref>). However, the outcomes of all subgroup analyses did not identify any potential influencing factors of heterogeneity.</p>
</sec>
<sec id="s3_6">
<label>3.6</label>
<title>Sensitivity analysis and publication bias</title>
<p>To verify the validity of the overall meta-analysis results and ascertain the source of heterogeneity, we conducted a sensitivity analysis on the included papers. Upon eliminating any specific study, the overall effect size stayed mostly unaltered. As a result, the meta-analysis&#x2019;s conclusions were generally trustworthy and solid (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S4</bold>
</xref>). Surprisingly, we also discovered that the removal of this study (<xref ref-type="bibr" rid="B17">17</xref>) significantly reduced overall heterogeneity, with an <italic>I</italic>
<sup>2</sup> of 60% and a <italic>p</italic>-value of 0.004, suggesting that this study may be responsible for the observed heterogeneity. We have chosen to investigate and debate it further because it presented additional challenges for the ongoing application of music therapy. This study was a global clinical investigation that was not restricted to any particular set of music intervention techniques or music therapists, which added difficulties in conducting persistent implementation of music therapy. Alternatively, a notable distinction in methodology, such as selecting a proximal or distal outcome could account for the variation.</p>
<p>The main purpose of the funnel plot was to detect any publication bias among the included studies. There was a dissymmetry in the funnel plot result among the thirteen included papers, indicating a higher probability of publication bias. Then Egger&#x2019;s test was further used to confirm the probability of publication bias. The trim-and-fill analysis revealed that although publication bias was also found in Egger&#x2019;s tests (<italic>p</italic> = 0.029), it had no bearing on the total effect size (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S5A&#x2013;C</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>In contrast to earlier research, our meta-analysis was the first study to explore the effects of music therapy focusing on the behavioral symptoms in children diagnosed with autism spectrum disorder. Though we expanded the scope of the literature review by retrieving a range of studies employing music therapy, including singing bowls music therapy, parent-child cooperative music therapy, Chinese medicine Wuxing-music, and Orff music therapy, only 13 randomized clinical studies, with a moderate risk of bias were included in this meta-analysis, and the total sample consisted of 1160 patients who were 14 years of age or younger. By combining the results of all the studies, we could conclude that either using music therapy exclusively or in conjunction with conventional treatment, children with autism may indeed see improvements in their behavioral symptoms. However, due to the differences in methodology and clinical, such as music style, duration of the intervention, assessment tools, the choice criteria of the music therapist, age, and severity degree of autism spectrum disorder, among other factors, the <italic>I</italic>
<sup>2</sup> value for the behavioral symptoms was 78%, indicating significant heterogeneity between included studies. Despite sensitivity analysis, funnel plots, and other methods detecting publication bias were applied to verify the robustness and dependability of the combined effect result and publication bias, respectively, which indicated that there was no publication bias and the meta-analysis result was generally robust and dependable, we did not exactly discover the possible source and affecting factors of heterogeneity by further detecting and analyzing meta-regression and subgroup analysis, as first reported. Therefore, it is urgent that much strict RCTs are required to further confirm the evidence and provide more comprehensive insights into the therapeutic effects of music therapy on behavioral symptoms in children with autism.</p>
<p>In the meta-analysis, the pooled SMD (-0.66, 95% CI: -0.93 to -0.39, Z = 4.75, <italic>p</italic> &lt; 0.001) showed music therapy indeed improves the ASD-related behavioral symptoms, which is consistent with the earlier studies (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B47">47</xref>). Over the past few years, research on the therapeutic benefits of music therapy for children with autism spectrum disorder has been conducted. Children with autism respond favorably to music for its safe and controlled stimulus (<xref ref-type="bibr" rid="B25">25</xref>), which allows children with autism to participate in music experience positively and promotes the improvement of social interaction and social skills in turn (<xref ref-type="bibr" rid="B48">48</xref>). Additionally, Music therapy, as a child-centered intervention measure, can enhance their sense of participation in the training of child&#x2019;s social communicative skills (<xref ref-type="bibr" rid="B15">15</xref>), which probably helps to improve quality of life and reduce the level of symptom severity of children with autism (<xref ref-type="bibr" rid="B24">24</xref>). Because of its great adaptability and flexibility, Kemper et&#xa0;al. suggested that music therapy, as a non-drug and supplemental treatment, has potential benefits in the development of physiology and psychology (<xref ref-type="bibr" rid="B49">49</xref>). When it comes to music therapy&#x2019;s ability to help autistic children with their behavioral issues, it does so by stimulating the brain&#x2019;s sensory system with its rhythm, melody, and harmony, which creates pleasant and dependable sensory experiences that lessen the occurrence of maladaptive behaviors (<xref ref-type="bibr" rid="B50">50</xref>). Furthermore, music can activate brain networks to maximize target behaviors through synchronized neuronal firings when children with autism are exposed to similar musical and nonmusical tasks (<xref ref-type="bibr" rid="B25">25</xref>). However, the comprehensive multicenter randomized clinical study by Bieleninik, L (<xref ref-type="bibr" rid="B25">25</xref>) did not show a significant statistical difference between the improvisational music therapy group and control group in terms of symptom severity (e.g., social affect and social responsiveness) after 20 weeks of intervention. Therefore, more investigation is needed to confirm the effectiveness of music therapy in the improvement of behavioral symptoms in children with autism.</p>
<p>As before shown, the combined results of studies investigating the association between music therapy and behavioral symptoms indicated that music therapy had positive impacts on improving behavioral symptoms in children with autism. However, the results of subgroup analysis in the measurement tools showed that there was no statistical significance identified in the use of ADOS between two groups in the improvement of behavioral symptoms in children with autism. The ADOS, as a standardized tool for medical diagnosis of autism, has been shown to have significant effectiveness in the classification of autism, but it is less sometimes sensitive for distinguishing children with mild autism (<xref ref-type="bibr" rid="B51">51</xref>). Similarly, the study by Rabeyron, T. et&#xa0;al. found that the ABC scale encompassing larger constructs of physical health, impatience, and hyperactivity did not show any overall improvements in behavioral problems. Surprisingly, the lethargy and stereotypy subscale scores showed a significant difference between the music therapy group and the music listening group (<xref ref-type="bibr" rid="B26">26</xref>), which could be explained by the fact that vestibular movements, a natural response to music therapy (<xref ref-type="bibr" rid="B52">52</xref>), would enhance lethargy behavior by facilitating motor skills. Hence, a possible hypothesis could be concluded that for measurement instruments, different features of the scale or subscale and their unique sensitivity to outcome change may result in inconsistent results, even if subgroup analysis in this study did not reveal a statistically significant difference between the ABC and ADOS scales. Therefore, when conducting relevant studies, it is necessary to choose the appropriate measurement tools based on the aim of the study instead of excessively global behavioral symptoms composite scores to explore the effectiveness of music therapy on behavioral symptoms in children with autism.</p>
<p>Regarding the music type, though the subgroup analysis found that parent-child cooperative music therapy did not show significant improvement in behavioral symptoms in children with autism, Redondo et&#xa0;al. reported Orff music could effectively help improve repetitive behavior problems (<xref ref-type="bibr" rid="B53">53</xref>). A probable reason might be that associated brain regions to govern sympathetic nerves will be activated in the role of Orff music therapy, and then promote the unleash of neurotransmitters. We further discovered that the key factors contributing to the dramatical differences were the context of music therapy implementation, intervention personnel of music therapy, and methodology difference in sample size, intervention duration, and intervention intensity, etc., which could also explain that why the study by Bieleninik, L, et&#xa0;al. did not find any statistically significant difference of improvisational music therapy in improving symptom severity in children with autism (<xref ref-type="bibr" rid="B25">25</xref>). Regarding the length of intervention, the subgroup analysis showed that &#x2264; 12 weeks intervention period significantly reduced the associated behavioral issues in children with autism spectrum disorder (pooled SMD = -0.61, 95% CI: -0.90 to -0.32, <italic>p</italic> &lt; 0.001). Furthermore, the &#x2264; 12 weeks intervention period showed a more significant improvement in the associated behavioral issues in children with autism spectrum disorder than the &gt; 12 weeks intervention period (pooled SMD = 0.69, 95% CI: -1.14 to -0.25, <italic>p</italic> = 0.002). Remarkably, Shi, Z. et&#xa0;al.&#x2019;s study (<xref ref-type="bibr" rid="B54">54</xref>) suggested that the intervention should last for at least 12 weeks. Nonetheless, the beneficial effects of music therapy persisted across a shorter time frame of less than 12 weeks (<xref ref-type="bibr" rid="B47">47</xref>). Perspectives arguing much advantages with longer music therapy intervention in children with autism were not confirmed by randomized trials with high quality, even though varied durations of music therapy usually produce different therapeutic outcomes. Thus, future research should follow the child&#x2019;s actual clinical situation (e.g., preference, behaviors, and the severity degree of autism, etc.) and the research goal to choose the reasonable music type and intervention length.</p>
<p>To sum up, standard music therapy prescriptions have not yet reached a consensus, indicating that different methodology designs (intervention duration, measurement instrument, criteria of the music therapist and music style, etc.) and clinical situations should be seriously considered. To some extent, music therapy may indeed improve behavioral symptoms in children with autism spectrum disorder. However, rigorous random controlled studies testing the curative effects of music therapy on behavioral symptoms in children with autism remain necessary.</p>
</sec>
<sec id="s5">
<label>5</label>
<title>Limitations</title>
<p>In addition to covering a larger body of research, this meta-analysis addressed publication bias, sensitivity analyses, and more thorough subgroup analyses. As such, our research may contribute to a better comprehension of the therapeutic benefits of music therapy for children diagnosed with autism spectrum disorder. Our study did, however, still have a few potential flaws. Firstly, the quantity of studies involved may be less than the general amount of acceptable research because only five databases were examined. Secondly, the limited number of studies, and the most of studies were conducted in China included in this meta-analysis precluded a thorough investigation of the source of heterogeneity. Third, the validity of our findings may have been diminished by the small sample sizes and the restricted number of studies conducted. Finally, given the majority of the included studies did not indicate adverse events, it was difficult for us to generate a trustworthy evaluation of the security of music therapy for children with autism spectrum disorder.</p>
</sec>
<sec id="s6" sec-type="conclusions">
<label>6</label>
<title>Conclusions</title>
<p>In summary, the meta-analysis&#x2019;s findings confirmed the therapeutic effectiveness of music therapy for reducing behavioral symptoms in kids with autism spectrum disorder. The evidence supporting the effectiveness of music therapy in improving behavioral symptoms in children with autism spectrum disorders was still insufficient because of the restricted sample size, low design quality, and the condition that the majority of the included studies were conducted in China. Meanwhile, the conclusions regarding the therapeutic effectiveness of music therapy in continuous intervention should be handled cautiously due to the notable methodological and clinical variability across the included research. Subgroup analysis showed that the therapeutical effectiveness of music therapy in improving behavioral symptoms among children with autism spectrum disorder did not increase with longer intervention times, which contradicted earlier research on the best period of intervention for autistic children. Therefore, rigorous adherence to trial criteria is required in the conduct of randomized, assessor-blind, multi-center-controlled research to arrive at a consensus regarding the long-term effectiveness of music therapy. To provide more precise and reliable data, researchers should take into account the severity of autism in children as well as the mechanism underpinning music treatment.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>XG: Formal analysis, Project administration, Validation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. GX: Writing &#x2013; review &amp; editing, Conceptualization, Methodology, Software, Validation, Investigation, Funding acquisition. NF: Data curation, Methodology, Writing &#x2013; original draft. QB: Formal analysis, Software, Writing &#x2013; original draft. LW: Methodology, Software, Validation, Writing &#x2013; review &amp; editing. XB: Conceptualization, Project administration, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
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<title>Supplementary material</title>
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