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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2025.1632873</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Systematic Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The effects of music-based interventions on cognitive function in cognitively normal older adults: a systematic review and meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Tang</surname> <given-names>LiJuan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<uri xlink:href="https://loop.frontiersin.org/people/3270915"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Feng</surname> <given-names>Zan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<uri xlink:href="https://loop.frontiersin.org/people/3270904"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Yunxu</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Tong</surname> <given-names>Feng</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
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<aff id="aff1"><label>1</label><institution>School of Humanities, Southwest Jiaotong University</institution>, <city>Chengdu</city>, <country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>International School of Law and Society, Sichuan International Studies University</institution>, <city>Chongqing</city>, <country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>&#x0002A;</label>Correspondence: Feng Tong, <email xlink:href="mailto:viptom@foxmail.com">viptom@foxmail.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-18">
<day>18</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1632873</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2025 Tang, Feng, Zhang and Tong.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Tang, Feng, Zhang and Tong</copyright-holder>
<license>
<ali:license_ref start_date="2025-11-18">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Objective</title>
<p>This systematic review and meta-analysis aimed to investigate whether music-based interventions (MBIs) can improve cognitive function in cognitively normal older adults.</p></sec>
<sec>
<title>Methods</title>
<p>We systematically searched multiple databases through March 2025. Only randomized controlled trials (RCTs) were included. Eligible interventions were structured programs with music as the core component. Participants were cognitively normal adults aged &#x02265;60 years. Primary outcome measures included global cognition, memory, executive function, and attention. A random-effects model meta-analysis was conducted to synthesize effect sizes.</p></sec>
<sec>
<title>Results</title>
<p>Nine RCTs (total <italic>N</italic> = 625 participants) met the inclusion criteria. Music-based interventions significantly improved global cognition [SMD = 0.31, 95% CI (0.11, 0.52)], memory [SMD = 0.36, 95% CI (0.04, 0.69)], and executive function [SMD = 0.43, 95% CI (0.11, 0.74)] compared to control groups. However, no significant improvement in attention was observed [SMD = &#x02212;0.12, 95% CI (&#x02212;0.34, 0.11)].</p></sec>
<sec>
<title>Conclusion</title>
<p>Music-based interventions have positive effects on global cognition, executive function, and memory in cognitively normal older adults, but there is no evidence of improvement in attention. Larger sample sizes and higher-quality studies are needed to confirm these findings.</p></sec></abstract>
<kwd-group>
<kwd>music-based intervention</kwd>
<kwd>older adults</kwd>
<kwd>cognitive function</kwd>
<kwd>systematic review</kwd>
<kwd>meta-analysis</kwd>
</kwd-group>
<funding-group>
  <funding-statement>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by National Social Science Fund of China (Grant No. 24BSH164).</funding-statement>
</funding-group>
<counts>
<fig-count count="6"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="45"/>
<page-count count="11"/>
<word-count count="6677"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Psychology for Clinical Settings</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<label>1</label>
<title>Introduction</title>
<p>Population aging is a prominent global demographic trend. According to projections by the United Nations Population Division, by 2050 the population aged &#x02265;65 years is expected to reach approximately 1.5 billion&#x02014;about &#x0201C;one in six&#x0201D; people worldwide (<xref ref-type="bibr" rid="B39">United Nations Department of Economic and Social Affairs, Population Division, 2024</xref>). Aging is commonly accompanied by declines in cognitive function across multiple domains, including memory, executive function, visuospatial abilities, language, perception, and attention (<xref ref-type="bibr" rid="B16">Harada et al., 2013</xref>). Cognitive decline is a risk factor for Alzheimer&#x00027;s disease and diminishes older adults&#x00027; self-efficacy and quality of life (<xref ref-type="bibr" rid="B1">Aye et al., 2023</xref>). The maintenance of cognitive function is therefore a key component of healthy aging. Early, effective training or preventive interventions to slow cognitive decline in older adults are thus of considerable importance for promoting healthy aging.</p>
<p>In recent years, music-based interventions (MBIs) have emerged as an important non-pharmacological approach to health promotion and rehabilitation (<xref ref-type="bibr" rid="B23">McCrary et al., 2022</xref>). According to the NIH Music-Based Intervention Toolkit (<xref ref-type="bibr" rid="B13">Edwards et al., 2023</xref>) and the <italic>Reporting Guidelines for Music-based Interventions (RG-MBI) Checklist&#x02014;Explanation and Elaboration</italic> (<xref ref-type="bibr" rid="B29">Robb et al., 2025</xref>), music-based interventions (MBIs) are defined as structured intervention programs in which musical elements constitute the core active ingredient, implemented through reproducible procedures and aimed at clearly specified health-related objectives, including music therapy, structured music training, and music listening. Prior research suggests that musical training may enhance cognitive function; for example, it can modulate synchronized cortical activity within neural networks involved in verbal memory formation (<xref ref-type="bibr" rid="B8">Cheung et al., 2017</xref>) and improve children&#x00027;s perception of speech in noise (<xref ref-type="bibr" rid="B35">Slater et al., 2015</xref>). However, studies examining the effects of music interventions on cognitive function in older adults have largely focused on comparisons between musicians and non-musicians (<xref ref-type="bibr" rid="B25">Moussard et al., 2016</xref>; <xref ref-type="bibr" rid="B15">Hanna-Pladdy and Gajewski, 2012</xref>; <xref ref-type="bibr" rid="B14">Grassi et al., 2017</xref>), or on populations with neurological disorders or mixed elderly cohorts (<xref ref-type="bibr" rid="B23">McCrary et al., 2022</xref>; <xref ref-type="bibr" rid="B9">Chiu et al., 2017</xref>; <xref ref-type="bibr" rid="B30">Rogers and Metzler-Baddeley, 2024</xref>). Few investigations have systematically evaluated the impact of music interventions specifically among older adults without cognitive impairment. Although one related review targeted the general older population, it combined randomized controlled trials (RCTs) with quasi-experimental designs (<xref ref-type="bibr" rid="B45">Zhao et al., 2021</xref>). To enhance methodological rigor, the present study comprehensively identifies and synthesizes the global literature while strictly limiting inclusion to RCTs that met standardized criteria and focusing on cognitively normal older adults. We systematically evaluate the clinical effectiveness of music-based interventions for improving cognitive function, with the aim of providing robust scientific evidence to inform clinical application in this population.</p></sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec>
<label>2.1</label>
<title>Literature search</title>
<p>A comprehensive search was conducted in the following databases: PubMed, PsycINFO, Cochrane Library, Web of Science, Embase, Scopus, CINAHL, ProQuest, and China National Knowledge Infrastructure (CNKI). The search covered each database from inception through March 1, 2025. We additionally hand-searched relevant review articles and the reference lists of all included studies to identify further records.</p>
<p>Using PubMed as an example (full search strategies for all databases are provided in <xref ref-type="supplementary-material" rid="SM1">Supplementary file</xref> Search Strategy): [(&#x0201C;Music Therapy&#x0201D; OR &#x0201C;Music&#x0201D; OR &#x0201C;music-based intervention&#x0201D; OR &#x0201C;music intervention<sup>&#x0002A;</sup>&#x0201D; OR &#x0201C;music therapy&#x0201D; OR &#x0201C;therapeutic music&#x0201D; OR &#x0201C;rhythmic auditory stimulation&#x0201D; OR &#x0201C;group singing&#x0201D; OR &#x0201C;choir sing<sup>&#x0002A;</sup>&#x0201D; OR &#x0201C;music listening&#x0201D;)] AND [(&#x0201C;Cognition&#x0201D; OR cogniti<sup>&#x0002A;</sup> OR memory OR &#x0201C;executive function<sup>&#x0002A;</sup>&#x0201D; OR attention OR &#x0201C;processing speed&#x0201D;)] AND [(&#x0201C;Aged&#x0201D; OR &#x0201C;Aged, 80 and over&#x0201D; OR elder<sup>&#x0002A;</sup> OR &#x0201C;older adult<sup>&#x0002A;</sup>&#x0201D; OR senior<sup>&#x0002A;</sup> OR geriatric<sup>&#x0002A;</sup>)] AND [(randomized controlled trial OR controlled clinical trial OR random<sup>&#x0002A;</sup> OR trial OR &#x0201C;clinical trial&#x0201D;)]. For the Chinese database (CNKI), the search string (in Chinese) was: AB=(&#x0201C;&#x097F3;&#x04E50;&#x0201D; &#x0002B; &#x0201C;&#x08282;&#x05F8B;&#x06027;&#x0542C;&#x089C9;&#x0523A;&#x06FC0;&#x0201D; &#x0002B; &#x0201C;&#x05408;&#x05531;&#x0201D; &#x0002B; &#x0201C;&#x096C6;&#x04F53;&#x05531;&#x06B4C;&#x0201D; &#x0002B; &#x0201C;&#x097F3;&#x04E50;&#x08046;&#x0542C;&#x0201D;) and AB=(&#x0201C;&#x08001;&#x05E74;&#x0201D; &#x0002B; &#x0201C;&#x05E74;&#x0957F;&#x0201D; &#x0002B; &#x0201C;&#x09AD8;&#x09F84;&#x0201D;) and AB=(&#x0201C;&#x08BA4;&#x077E5;&#x0201D; &#x0002B; &#x0201C;&#x08BB0;&#x05FC6;&#x0201D; &#x0002B; &#x0201C;&#x06CE8;&#x0610F;&#x0201D; &#x0002B; &#x0201C;&#x06267;&#x0884C;&#x0529F;&#x080FD;&#x0201D;).</p>
</sec>
<sec>
<label>2.2</label>
<title>Inclusion and exclusion criteria</title>
<p>Inclusion criteria: (1) study design: published randomized controlled trials (RCTs) with no language restrictions; (2) interventions: structured interventions in which musical elements constitute the core active component, such as music listening, music therapy, or music participation/engagement; (3) participants: older adults with intact baseline cognition (age &#x02265;60 years; cognitively normal at baseline as determined by screening); (4) outcomes: cognitive function&#x02013;related outcome measures pre-specified as endpoints (see the &#x0201C;Study selection and data extraction&#x0201D; section for details).</p>
<p>Exclusion criteria: (1) participants with dementia, psychiatric disorders, or other conditions associated with cognitive impairment; (2) duplicate publications arising from the same cohort; (3) studies with incomplete data reporting for which additional information could not be obtained from the study authors.</p>
</sec>
<sec>
<label>2.3</label>
<title>Study selection and data extraction</title>
<p>This review was conducted in accordance with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 guidelines (<xref ref-type="bibr" rid="B28">Page et al., 2021</xref>). Two reviewers independently screened full texts and extracted data based on the predefined inclusion and exclusion criteria; disagreements were adjudicated by a third, independent reviewer. For each study, we extracted the following information: basic study characteristics, participant characteristics, study design, intervention(s), comparator(s), outcome measures, and participant adherence/compliance.</p>
<p>Following the recommendations of the <italic>Cochrane Handbook for Systematic Reviews of Interventions</italic> on handling multi-arm trials (<xref ref-type="bibr" rid="B17">Higgins et al., 2024</xref>), if a study included multiple eligible intervention arms that contributed to the same pooled comparison, we combined the music arms into a single intervention group and compared it with the control group. When multiple control groups were available, we prioritized the no-intervention control; if unavailable, we selected a non-music active control.</p>
<p>Outcome measures included (<xref ref-type="bibr" rid="B9">Chiu et al., 2017</xref>; <xref ref-type="bibr" rid="B20">Li et al., 2011</xref>) global cognition, executive function, memory, and attention. Global cognition was operationalized as a composite integrating the Mini-Mental State Examination (MMSE) together with measures of executive function, memory, and attention. For memory, the preferred measure was the Wechsler Memory Scale&#x02014;Logical Memory II (WMS&#x02013;LM II), followed by the Verbal Learning and Memory Test (VLMT), the East Boston Memory test (immediate recall), and total Digit Span (<xref ref-type="bibr" rid="B19">Kowa et al., 2022</xref>; <xref ref-type="bibr" rid="B44">Witt et al., 2019</xref>; <xref ref-type="bibr" rid="B12">Dong et al., 2014</xref>). For executive function, the preferred measure was the Trail Making Test Part B (TMT-B), followed by verbal fluency&#x02014;Category Switching (VF&#x02013;Category Switching) and the Means&#x02013;End Problem Solving test (MEPS) (<xref ref-type="bibr" rid="B32">S&#x000E1;nchez-Cubillo et al., 2009</xref>; <xref ref-type="bibr" rid="B33">Shao et al., 2014</xref>). For attention, the preferred measure was the Trail Making Test Part A (TMT-A), followed by the Stroop test&#x02014;administered under three conditions (word, color, and word&#x02013;color/interference)&#x02014;and MixC_var, the mixed-cost index from a perceptual set-shifting task (<xref ref-type="bibr" rid="B32">S&#x000E1;nchez-Cubillo et al., 2009</xref>; <xref ref-type="bibr" rid="B31">Rubin and Meiran, 2005</xref>).</p>
</sec>
<sec>
<label>2.4</label>
<title>Assessment of study quality</title>
<p>We assessed outcome-level risk of bias for the included randomized controlled trials using Cochrane&#x00027;s Risk of Bias 2.0 (RoB 2) tool (<xref ref-type="bibr" rid="B36">Sterne et al., 2019</xref>). Judgments were made across the five RoB 2 domains: (1) bias arising from the randomization process; (2) bias due to deviations from intended interventions; (3) bias due to missing outcome data; (4) bias in measurement of the outcome; and (5) bias in selection of the reported result. Assessments followed the tool&#x00027;s signaling questions and drew on the full text, <xref ref-type="supplementary-material" rid="SM1">Supplementary materials</xref>, and&#x02014;where available&#x02014;trial registry/protocol information. For each study, outcome-level judgments were issued for the pre-specified primary cognitive outcomes (e.g., executive function, task switching). Overall risk-of-bias ratings were synthesized per RoB 2 guidance (<xref ref-type="bibr" rid="B36">Sterne et al., 2019</xref>): Low risk if all domains were low risk; some concerns if at least one domain raised some concerns and none were high risk; and high risk if any domain was high risk, or if multiple domains cumulatively threatened the credibility of the same outcome (e.g., &#x02265;2 domains with some concerns). Two reviewers performed assessments independently and reached consensus through discussion; disagreements were resolved by a third reviewer.</p>
</sec>
<sec>
<label>2.5</label>
<title>Statistical analysis</title>
<p>We conducted a meta-analysis using a random-effects model. For continuous outcomes, we calculated mean differences (MDs) with 95% confidence intervals (CIs). When different studies used non-identical scales, we pooled standardized mean differences (SMDs) with 95% CIs. All studies meeting the inclusion criteria were incorporated into the meta-analysis; studies were neither excluded nor differentially weighted based on risk-of-bias assessments. To evaluate the robustness of the pooled estimates and the potential impact of risk of bias, we performed sensitivity analyses. Primary outcomes were analyzed according to the intention-to-treat (ITT) principle, i.e., using participants as randomized to their initial allocation. If an included study did not report a valid ITT analysis, we extracted and used the analysis method as reported in the original article. For attrition or missing data, we preferentially adopted the handling approach described by the original study. Given the general lack of follow-up data among the included trials, we extracted effect sizes at post-intervention. For studies reporting multiple assessment time points, to minimize potential confounding from differences in intervention duration and to enhance temporal consistency, we applied pre-specified rules to select the assessment closest to the mean intervention duration across all included studies for the primary analysis. Heterogeneity was assessed using Cochran&#x00027;s <italic>Q</italic> test and the <italic>I</italic><sup>2</sup> statistic; <italic>I</italic><sup>2</sup> &#x0003E; 50% or <italic>p</italic> &#x0003C; 0.10 indicated substantial heterogeneity. In such cases, sensitivity analyses were undertaken to explore sources of heterogeneity. All analyses were performed in RevMan 5.3, and <italic>p</italic> &#x0003C; 0.05 was considered statistically significant.</p></sec>
</sec>
<sec sec-type="results" id="s3">
<label>3</label>
<title>Results</title>
<sec>
<label>3.1</label>
<title>Literature selection</title>
<p>A preliminary search identified 2,097 records. By tracing the reference lists of relevant reviews and of the included studies, 32 additional records were added manually. After removing 394 duplicates, titles and abstracts were screened and 1,691 records were excluded, leaving 44 articles for full-text assessment. Following full-text review, studies were further excluded for reasons including non-standard randomized controlled trial designs, absence of cognitive function&#x02013;related measures, participants outside the target age range, enrollment of patient populations, and missing data. Ultimately, nine studies (<xref ref-type="bibr" rid="B2">Biasutti and Mangiacotti, 2017</xref>; <xref ref-type="bibr" rid="B5">Bugos et al., 2007</xref>; <xref ref-type="bibr" rid="B6">Bugos and Wang, 2022</xref>; <xref ref-type="bibr" rid="B7">Castillejos and Godoy-Izquierdo, 2020</xref>; <xref ref-type="bibr" rid="B10">Deg&#x000E9; and Kerkovius, 2018</xref>; <xref ref-type="bibr" rid="B21">Mack et al., 2024</xref>; <xref ref-type="bibr" rid="B22">Marie et al., 2023</xref>; <xref ref-type="bibr" rid="B27">Noice and Noice, 2008</xref>; <xref ref-type="bibr" rid="B34">Shinada et al., 2025</xref>) were included in the systematic review. The study selection process and results are presented in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<fig position="float" id="F1">
<label>Figure 1</label>
<caption><p>Flowchart of study identification, screening, eligibility, and inclusion.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-16-1632873-g0001.tif">
<alt-text content-type="machine-generated">Flowchart illustrating the process of identifying studies for quantitative analysis. Initially, 2097 records were identified through databases, with an additional 32 records from other sources. After removing 394 duplicates, 1735 records remained. Screening excluded 1691 based on titles and abstracts. Forty-four full-text articles were assessed, with 35 excluded for reasons such as non-RCT studies and incomplete data, leaving 9 studies included in the final analysis.</alt-text>
</graphic>
</fig>
<p>Nine studies were included in the systematic review, originating from the United States (<italic>n</italic> = 3), a dual-center study in Germany and Switzerland (<italic>n</italic> = 2), Germany (<italic>n</italic> = 1), Spain (<italic>n</italic> = 1), Italy (<italic>n</italic> = 1), and Japan (<italic>n</italic> = 1). The total sample comprised 625 participants, with 313 in intervention groups and 312 in control groups. All studies were randomized controlled trials. The mean intervention period was approximately 18 weeks, and the mean cumulative intervention duration across studies was 22.5 h. Detailed characteristics of the included studies are presented in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Study characteristics.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Source</bold></th>
<th valign="top" align="left"><bold>Country</bold></th>
<th valign="top" align="left" colspan="2"><bold>Group size</bold></th>
<th valign="top" align="center" colspan="2"><bold>Age, mean (SD)</bold></th>
<th valign="top" align="left" colspan="2"><bold>Female (%)</bold></th>
<th valign="top" align="left" colspan="2"><bold>Music intervention</bold></th>
<th valign="top" align="center"><bold>Control condition</bold></th>
<th valign="top" align="center"><bold>Outcomes</bold></th>
<th valign="top" align="left" colspan="2"><bold>Dropout rate (%)</bold></th>
</tr>
<tr>
<th/>
<th/>
<th valign="top" align="center"><bold>IG</bold></th>
<th valign="top" align="center"><bold>CG</bold></th>
<th valign="top" align="center"><bold>IG</bold></th>
<th valign="top" align="center"><bold>CG</bold></th>
<th valign="top" align="center"><bold>IG</bold></th>
<th valign="top" align="center"><bold>CG</bold></th>
<th valign="top" align="left"><bold>Method</bold></th>
<th valign="top" align="center"><bold>Length</bold></th>
<th/>
<th/>
<th valign="top" align="center"><bold>IG</bold></th>
<th valign="top" align="center"><bold>CG</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B2">Biasutti and Mangiacotti (2017)</xref></td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">83.39 (7.81)</td>
<td valign="top" align="center">83.76 (6.16)</td>
<td valign="top" align="center">(77.8%)</td>
<td valign="top" align="center">(52.9%)</td>
<td valign="top" align="left">Cognitive music training. 1 sessions/2 week, 70 in/session</td>
<td valign="top" align="center">12 weeks</td>
<td valign="top" align="left">TAU</td>
<td valign="top" align="left">MMSE; VFT; CDT; TMT-A</td>
<td valign="top" align="center">16.7</td>
<td valign="top" align="center">17.6</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B5">Bugos et al. (2007)</xref></td>
<td valign="top" align="left">USA</td>
<td valign="top" align="center">15</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">69.6 (4.7)</td>
<td valign="top" align="center">71.4 (6.4)</td>
<td valign="top" align="center">(77.8%)</td>
<td valign="top" align="center">(52.9%)</td>
<td valign="top" align="left">Personalized piano training. 1 sessions/week, 30 min/session</td>
<td valign="top" align="center">24 weeks</td>
<td valign="top" align="left">NIC</td>
<td valign="top" align="left">Total Digit Span; TMT-A; TMT-B</td>
<td valign="top" align="center">29.4</td>
<td valign="top" align="center">18.8</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B6">Bugos and Wang (2022)</xref></td>
<td valign="top" align="left">USA</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">50</td>
<td valign="top" align="center">67.2 (4.09)</td>
<td valign="top" align="center">67.64 (6.28)</td>
<td valign="top" align="center">(66.7%)</td>
<td valign="top" align="center">(70%)</td>
<td valign="top" align="left">Group sessions: Basic piano skills, repertoire, music theory. 2 sessions/week, 90 min/session</td>
<td valign="top" align="center">16 weeks</td>
<td valign="top" align="left">Wait-list</td>
<td valign="top" align="left">AVLT; TMT B-A; Stroop Test; VF CatSW; MEPS</td>
<td valign="top" align="center">11.1</td>
<td valign="top" align="center">28</td>
</tr>
<tr>
<td valign="top" align="left">(<xref ref-type="bibr" rid="B7">Castillejos and Godoy-Izquierdo 2020</xref>)</td>
<td valign="top" align="left">Spain</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center">25</td>
<td valign="top" align="left" colspan="2">84.82 (8.08)</td>
<td valign="top" align="left" colspan="2">(76%)</td>
<td valign="top" align="center">Music therapy protocols. (12 group sessions &#x0002B; 2 individualized sessions 30&#x02013;45 min/session</td>
<td valign="top" align="center">6 weeks</td>
<td valign="top" align="left">Wait-list</td>
<td valign="top" align="center">MMSE</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B10">Deg&#x000E9; and Kerkovius (2018)</xref></td>
<td valign="top" align="left">Germany</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">77.97 (2.69)</td>
<td valign="top" align="center">77.47 (7.08)</td>
<td valign="top" align="center">(100%)</td>
<td valign="top" align="center">(100%)</td>
<td valign="top" align="left">Group music activities: Singing, drumming, percussion. 1 sessions/week, 60 min/session</td>
<td valign="top" align="center">15 weeks</td>
<td valign="top" align="left">NIC</td>
<td valign="top" align="left">VLMT; DS-B; Symbol Sequences</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B21">Mack et al. (2024)</xref></td>
<td valign="top" align="left">Switzerland and Germany</td>
<td valign="top" align="center">74</td>
<td valign="top" align="center">79</td>
<td valign="top" align="center">69.4 (3.15)</td>
<td valign="top" align="center">69.5 (3.8)</td>
<td valign="top" align="center">(56.2%)</td>
<td valign="top" align="center">(59.5%)</td>
<td valign="top" align="left">Group music sessions: Music theory, electronic drum, bass, keyboard performance. 1 sessions/week, 60 min/session</td>
<td valign="top" align="center">48 weeks</td>
<td valign="top" align="left">Study of music culture</td>
<td valign="top" align="left">PST; MixC_var</td>
<td valign="top" align="center">5.5</td>
<td valign="top" align="center">15.2</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B22">Marie et al. (2023)</xref></td>
<td valign="top" align="left">Switzerland and Germany</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">66</td>
<td valign="top" align="center">69.2 (3.2)</td>
<td valign="top" align="center">69.2 (3.8)</td>
<td valign="top" align="center">(58%)</td>
<td valign="top" align="center">(59%)</td>
<td valign="top" align="left">Piano training. 1 sessions/week, 60 min/session</td>
<td valign="top" align="center">24 weeks</td>
<td valign="top" align="left">Study of music culture</td>
<td valign="top" align="left">MMSE; TWM</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">4.5</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B27">Noice and Noice (2008)</xref><sup>&#x0002A;</sup></td>
<td valign="top" align="left">USA</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">82.65 (4.67)</td>
<td valign="top" align="center">81.6 (5.96)</td>
<td valign="top" align="center">(82.5%)</td>
<td valign="top" align="center">(90%)</td>
<td valign="top" align="left">Singing practice. 2 sessions/week, 60 min/session</td>
<td valign="top" align="center">4 weeks</td>
<td valign="top" align="left">NIC</td>
<td valign="top" align="left">DS-B; DS-F; MEPS; VFT; EBMT; WLR</td>
<td valign="top" align="center">9.1</td>
<td valign="top" align="center">14.9</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B34">Shinada et al. (2025)</xref></td>
<td valign="top" align="left">Japan</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">69 (3.06)</td>
<td valign="top" align="center">69.6 (2.41)</td>
<td valign="top" align="center">(46.2%)</td>
<td valign="top" align="center">(50%)</td>
<td valign="top" align="left">Group piano sessions: Posture practice, score reading, rhythm exercises, music listening, performance. 1 sessions/week, 90 min/session</td>
<td valign="top" align="center">16 weeks</td>
<td valign="top" align="left">NIC</td>
<td valign="top" align="left">MMSE; DS-F; DS-B; TMT B-A; VFT; WMS-LM II; Stroop Test</td>
<td valign="top" align="center">7.1</td>
<td valign="top" align="center">23.1</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>MMSE, Mini-Mental State Examination; VFT, Verbal Fluency Test; CDT, Clock Drawing Test; TMT-A, Trail Making Test, Part A; TMT-B, Trail Making Test, Part B; AVLT, Auditory Verbal Learning Test (Rey AVLT); TMT B-A, Trail Making Test B minus A (difference score); Stroop Test, Stroop Color and Word Test; VF CatSW, Verbal Fluency (Category Switching); VLMT, Verbal Learning and Memory Test; PST, Perceptual Switch Test; MixC_var, mixed-cost index from a perceptual set-shifting task; DS-B, Digit Span&#x02014;Backward; Symbol sequences, Symbol Sequences task (visuospatial working memory); DS-F, Digit Span&#x02014;Forward; MEPS, Means&#x02013;Ends Problem Solving; EBMT, East Boston Memory Test; WLR, Word List Recall; TWM, Tonal Working Memory; WMS-LM II, Wechsler Memory Scale Logical Memory II); IG, Intervention Group; CG, Control Group; TAU, Treatment as Usual (Usual Care); NIC, No-Intervention Control.</p>
<p><sup>&#x0002A;</sup>In the study, two intervention arms were implemented&#x02014;a performing-arts arm and a music arm. Because only the music arm aligned with the focus of the present review, we included only participants assigned to the music-based intervention.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<label>3.2</label>
<title>Risk of bias assessment of included studies</title>
<p>Regarding the overall risk of bias, one study was rated Low risk, seven were rated some concerns, and one was rated high risk (see <xref ref-type="table" rid="T2">Table 2</xref>). Specifically, one study <xref ref-type="bibr" rid="B27">Noice and Noice, (2008)</xref> was judged high risk in the randomization process domain; additional issues included lack of preregistration, an open-label design, and reliance on subjective self-report scales as primary outcomes, thereby increasing the likelihood of expectancy/performance and reporting biases. For the remaining studies, the main problems clustered in the domains of deviations from intended interventions and selection of the reported result, indicating limited preregistration/analytic-plan transparency and shortcomings in reporting procedures. Two studies <xref ref-type="bibr" rid="B6">Bugos and Wang, (2022)</xref>; <xref ref-type="bibr" rid="B21">Mack et al., (2024)</xref> employed intention-to-treat (ITT) analyses. Overall, the risk of bias across the included studies was predominantly some concerns, and the findings should be interpreted with caution.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Risk of bias assessment of included studies.</p></caption>
<table frame="box" rules="all">
<thead>
<tr>
<th valign="top" align="left"><bold>Study</bold></th>
<th valign="top" align="left"><bold>Randomization process</bold></th>
<th valign="top" align="left"><bold>Deviations from intended interventions</bold></th>
<th valign="top" align="left"><bold>Missing outcome data</bold></th>
<th valign="top" align="left"><bold>Measurement of outcome</bold></th>
<th valign="top" align="left"><bold>Selection of reported result</bold></th>
<th valign="top" align="left"><bold>Overall risk</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B2">Biasutti and Mangiacotti (2017)</xref></td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Some concerns</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B5">Bugos et al. (2007)</xref></td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B6">Bugos and Wang (2022)</xref></td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B7">Castillejos and Godoy-Izquierdo (2020)</xref></td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Some concerns</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B10">Deg&#x000E9; and Kerkovius (2018)</xref></td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Some concerns</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B21">Mack et al. (2024)</xref></td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Some concerns</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B22">Marie et al. (2023)</xref></td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B27">Noice and Noice (2008)</xref></td>
<td valign="top" align="left">High</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">High</td>
</tr>
<tr>
<td valign="top" align="left"><xref ref-type="bibr" rid="B34">Shinada et al. (2025)</xref></td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Low</td>
<td valign="top" align="left">Some concerns</td>
<td valign="top" align="left">Some concerns</td>
</tr></tbody>
</table>
</table-wrap>
</sec>
<sec>
<label>3.3</label>
<title>Efficacy of music-based interventions</title>
<sec>
<label>3.3.1</label>
<title>Efficacy of music-based interventions on global cognitive function</title>
<p>Nine studies <xref ref-type="bibr" rid="B2">Biasutti and Mangiacotti, (2017)</xref>; <xref ref-type="bibr" rid="B5">Bugos et al., (2007)</xref>; <xref ref-type="bibr" rid="B6">Bugos and Wang, (2022)</xref>; <xref ref-type="bibr" rid="B7">Castillejos and Godoy-Izquierdo, (2020)</xref>; <xref ref-type="bibr" rid="B10">Deg&#x000E9; and Kerkovius, (2018)</xref>; <xref ref-type="bibr" rid="B21">Mack et al., (2024)</xref>; <xref ref-type="bibr" rid="B22">Marie et al., (2023)</xref>; <xref ref-type="bibr" rid="B27">Noice and Noice, (2008)</xref>; <xref ref-type="bibr" rid="B34">Shinada et al., (2025)</xref> (<italic>n</italic> = 589) reported the effects of music-based interventions on global cognitive function in cognitively normal older adults. The meta-analysis showed a significant post-intervention improvement in global cognition (SMD = 0.31; 95% CI, 0.11&#x02013;0.52; <italic>p</italic> &#x0003C; 0.05), with low heterogeneity (<italic>p</italic> = 0.21; <italic>I</italic><sup>2</sup> = 27%). In a sensitivity analysis excluding the trial <xref ref-type="bibr" rid="B27">Noice and Noice, (2008)</xref> rated high risk in the overall risk-of-bias assessment, the pooled results (RCTs = 8; <italic>n</italic> = 509) indicated non-significant heterogeneity (<italic>p</italic> = 0.15; <italic>I</italic><sup>2</sup> = 34%), a slightly larger point estimate with wider confidence intervals, and a persistent statistically significant difference (SMD = 0.32; 95% CI, 0.08&#x02013;0.56; <italic>p</italic> &#x0003C; 0.05). To evaluate the impact of methodological heterogeneity arising from intervention type (specialist music therapy vs. general music-based interventions), we conducted a sensitivity analysis excluding the study by <xref ref-type="bibr" rid="B7">Castillejos and Godoy-Izquierdo (2020)</xref>. The findings (RCTs = 8; <italic>n</italic> = 539) again showed non-significant heterogeneity (<italic>p</italic> = 0.15; <italic>I</italic><sup>2</sup> = 34%) and a statistically significant effect (SMD = 0.35; 95% CI, 0.11&#x02013;0.58; <italic>p</italic> &#x0003C; 0.05). These results indicate that music-based interventions produce a significant improvement in global cognition in this population (see <xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig position="float" id="F2">
<label>Figure 2</label>
<caption><p>Forest plot for the efficacy of music-based interventions on global cognitive function.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-16-1632873-g0002.tif">
<alt-text content-type="machine-generated">Forest plot illustrating the standardized mean differences for nine studies comparing experimental and control groups. The plot shows individual study results alongside pooled overall effect estimates. Each study is represented by a green square, with horizontal lines indicating confidence intervals. The diamond at the bottom symbolizes the overall effect size of 0.31 (95% CI [0.11, 0.52]), favoring the experimental group. Heterogeneity statistics and total sample sizes for the experimental (277) and control (312) groups are noted.</alt-text>
</graphic>
</fig>
</sec>
<sec>
<label>3.3.2</label>
<title>Efficacy of music-based interventions on memory function</title>
<p>Four studies (<xref ref-type="bibr" rid="B5">Bugos et al., 2007</xref>; <xref ref-type="bibr" rid="B10">Deg&#x000E9; and Kerkovius, 2018</xref>; <xref ref-type="bibr" rid="B27">Noice and Noice, 2008</xref>; <xref ref-type="bibr" rid="B34">Shinada et al., 2025</xref>) (<italic>n</italic> = 151) evaluated the effects of music-based interventions on memory function in older adults. The meta-analysis showed a significant post-intervention improvement in memory (SMD = 0.36; 95% CI, 0.04&#x02013;0.69; <italic>p</italic> &#x0003C; 0.05), with no evidence of between-study heterogeneity. In a sensitivity analysis excluding the trial (<xref ref-type="bibr" rid="B27">Noice and Noice, 2008</xref>) rated high risk in the overall risk-of-bias assessment, the pooled results (RCTs = 3; <italic>n</italic> = 71) indicated non-significant heterogeneity (<italic>p</italic> = 0.84; <italic>I</italic><sup>2</sup> = 0%), a larger point estimate with wider confidence intervals, and a persistent statistically significant difference (SMD = 0.59; 95% CI, 0.11&#x02013;1.07; <italic>p</italic> &#x0003C; 0.05). These findings indicate that music-based interventions yield a significant improvement in memory function in this population (see <xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig position="float" id="F3">
<label>Figure 3</label>
<caption><p>Forest plot for the efficacy of music-based interventions on memory function.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-16-1632873-g0003.tif">
<alt-text content-type="machine-generated">Forest plot showing standardized mean differences with 95% confidence intervals for four studies comparing experimental and control groups. The overall effect size is 0.36, favoring the experimental group, with a 95% confidence interval of 0.04 to 0.69. No significant heterogeneity is indicated (I&#x000B2; = 0%). Individual studies' effect sizes vary, depicted as squares with lines, while a diamond represents the overall effect.</alt-text>
</graphic>
</fig>
</sec>
<sec>
<label>3.3.3</label>
<title>Efficacy of music-based interventions on executive function</title>
<p>Five studies (<xref ref-type="bibr" rid="B2">Biasutti and Mangiacotti, 2017</xref>; <xref ref-type="bibr" rid="B5">Bugos et al., 2007</xref>; <xref ref-type="bibr" rid="B6">Bugos and Wang, 2022</xref>; <xref ref-type="bibr" rid="B27">Noice and Noice, 2008</xref>; <xref ref-type="bibr" rid="B34">Shinada et al., 2025</xref>) (<italic>n</italic> = 238) evaluated the effects of music-based interventions on executive function in older adults. The meta-analysis showed a significant post-intervention improvement in executive function (SMD = 0.43; 95% CI, 0.11&#x02013;0.74; <italic>p</italic> &#x0003C; 0.05), with low heterogeneity (<italic>p</italic> = 0.26; <italic>I</italic><sup>2</sup> = 24%). In a sensitivity analysis excluding the trial (<xref ref-type="bibr" rid="B27">Noice and Noice, 2008</xref>) rated high risk in the overall risk-of-bias assessment, the pooled results (RCTs = 4; <italic>n</italic> = 158) indicated non-significant heterogeneity (<italic>p</italic> = 0.82; <italic>I</italic><sup>2</sup> = 0%), a larger point estimate with wider confidence intervals, and a persistent statistically significant difference (SMD = 0.61; 95% CI, 0.28&#x02013;0.94; <italic>p</italic> &#x0003C; 0.05). These findings indicate that music-based interventions yield a significant improvement in executive function in this population (see <xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
<fig position="float" id="F4">
<label>Figure 4</label>
<caption><p>Forest plot for the efficacy of music-based interventions on executive function.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-16-1632873-g0004.tif">
<alt-text content-type="machine-generated">Forest plot showing the standard mean differences between experimental and control groups across five studies: Biasutti 2017, Bugos 2007, Bugos 2022, Noice 2008, and Shinada 2025. Each study's data includes mean, standard deviation, and total sample size for both groups. The plot indicates heterogeneity with &#x003C4;&#x000B2; = 0.03 and &#x003C7;&#x000B2; = 5.24 (df = 4, p = 0.26, I&#x000B2; = 24%). The overall effect size is 0.43 with a 95% confidence interval of 0.11 to 0.74, favoring the experimental group.</alt-text>
</graphic>
</fig>
</sec>
<sec>
<label>3.3.4</label>
<title>Efficacy of music-based interventions on attention</title>
<p>Five studies (<xref ref-type="bibr" rid="B2">Biasutti and Mangiacotti, 2017</xref>; <xref ref-type="bibr" rid="B5">Bugos et al., 2007</xref>; <xref ref-type="bibr" rid="B6">Bugos and Wang, 2022</xref>; <xref ref-type="bibr" rid="B21">Mack et al., 2024</xref>; <xref ref-type="bibr" rid="B34">Shinada et al., 2025</xref>) (<italic>n</italic> = 309) evaluated the effects of music-based interventions on attention in older adults. Unlike the findings for global cognition, the meta-analysis showed no significant post-intervention effect on attention (SMD = &#x02212;0.12; 95% CI, &#x02212;0.34 to 0.11; <italic>p</italic> &#x0003E; 0.05), with no evidence of between-study heterogeneity. These results indicate that music-based interventions did not produce a significant improvement in attention in this population (see <xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<fig position="float" id="F5">
<label>Figure 5</label>
<caption><p>Forest plot for the efficacy of music-based interventions on attention.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-16-1632873-g0005.tif">
<alt-text content-type="machine-generated">Forest plot showing a meta-analysis of five studies comparing experimental and control groups. Studies with their mean differences and confidence intervals are listed: Biasutti 2017, Bugos 2007 and 2022, Mack 2024, and Shinada 2025. The plot displays each study&#x02019;s effect size and weight. The overall effect size is -0.12 [95% CI: -0.34, 0.11] with heterogeneity being zero. The diamond shape represents the pooled effect size, indicating no significant difference.</alt-text>
</graphic>
</fig>
</sec>
<sec>
<label>3.3.5</label>
<title>Publication bias</title>
<p>Across the nine included studies, the funnel plot displayed an approximately symmetrical distribution. However, given the small number of studies (<italic>n</italic> = 9), the power of funnel-plot-based assessment is limited. Accordingly, funnel-plot asymmetry was not evident, which may suggest a low risk of substantial publication bias; nevertheless, this finding should be interpreted with caution (see <xref ref-type="fig" rid="F6">Figure 6</xref>).</p>
<fig position="float" id="F6">
<label>Figure 6</label>
<caption><p>Funnel plot of publication bias.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-16-1632873-g0006.tif">
<alt-text content-type="machine-generated">Funnel plot showing standard error (SE/SMD) on the vertical axis and standard mean difference (SMD) on the horizontal axis. Data points are scattered within an inverted V shape formed by dashed lines, suggesting possible publication bias.</alt-text>
</graphic>
</fig>
</sec></sec>
</sec>
<sec sec-type="discussion" id="s4">
<label>4</label>
<title>Discussion</title>
<p>This systematic review and meta-analysis synthesized nine studies to evaluate whether music-based interventions improve cognitive function in older adults. The meta-analysis indicated that music-based interventions enhanced global cognitive function in this population. When outcomes were stratified into three domains&#x02014;executive function, memory, and attention&#x02014;music-based interventions continued to show significant improvements in executive function and memory, whereas no significant effect was observed for attention.</p>
<sec>
<label>4.1</label>
<title>Discussion of global cognitive function</title>
<p>The meta-analysis demonstrated a significant improvement in global cognitive performance among cognitively normal older adults receiving music-based interventions, consistent with our <italic>a priori</italic> hypothesis that such interventions enhance cognitive function. Two principal mechanisms may account for these benefits (<xref ref-type="bibr" rid="B3">Brancatisano et al., 2020</xref>): (1) neurobiological perspective. Music-based interventions activate widespread brain regions&#x02014;including the temporal, frontal, parietal, and occipital cortices; the primary motor cortex; and subcortical structures such as the basal ganglia and the cerebellum&#x02014;thereby enhancing neural flexibility and; (2) psychological perspective. Relative to other sensory stimuli, music more effectively captures attention because participants continuously track, perceive, and categorize dynamically changing features (e.g., rhythm, harmony, timbre, and meter) during intervention.</p>
<p>Music-based approaches can be categorized as active and passive. Active interventions require direct engagement in musical activities&#x02014;such as singing, playing an instrument, or creating music&#x02014;whereas passive interventions primarily involve listening to curated music to regulate psychophysiological states (<xref ref-type="bibr" rid="B41">Vink et al., 2004</xref>). In a 2010 study, <xref ref-type="bibr" rid="B4">Bugos (2010)</xref> contrasted these modalities and found that active music-based interventions markedly improved cognition in older adults, whereas passive approaches did not yield significant effects. This is broadly consistent with our findings: we observed an overall benefit for global cognition, and among the nine included trials, seven implemented active interventions (e.g., piano, electronic drums, bass, keyboard performance, singing, and drumming) and two used both modalities; studies employing active interventions accounted for &#x0003E;77% of the included trials. By contrast, the meta-analysis by <xref ref-type="bibr" rid="B20">Li et al. (2011)</xref> reported no clear cognitive improvement with active music therapy, likely because their review targeted older adults with dementia and assessed cognition solely with the Mini-Mental State Examination (MMSE). <xref ref-type="bibr" rid="B24">Mitchell and Malladi (2010)</xref> recommend using the MMSE in combination with additional cognitive measures to identify dementia, particularly beyond the earliest stage. In the present review, we incorporated a broader assessment battery (e.g., Digit Span, verbal fluency), which may detect changes attributable to active interventions; accordingly, active music-based engagement may positively influence global cognition in cognitively normal older adults.</p>
</sec>
<sec>
<label>4.2</label>
<title>Discussion of memory and executive function</title>
<p>This review further indicates that music-based interventions improve memory and executive function in cognitively normal older adults. Prior work comparing older musicians vs. non-musicians (<xref ref-type="bibr" rid="B14">Grassi et al., 2017</xref>) and studies in older adults with Parkinson&#x00027;s disease have reported similar conclusions (<xref ref-type="bibr" rid="B38">Thaut et al., 2009</xref>). In a study spanning multiple age groups, <xref ref-type="bibr" rid="B18">Jab&#x000E8;s et al. (2021)</xref> likewise found that music-based interventions produced significant gains in working memory among older participants and explored potential links among memory capacity, aging, cognitive function, and changes in resting-state oscillatory activity. <xref ref-type="bibr" rid="B43">Watanabe et al. (2019)</xref> proposed two non-mutually exclusive mechanisms whereby music interventions may enhance memory in older adults: (i) when participants complete memory tasks, those experiencing a sense of task accomplishment show markedly increased neural activity in frontal and subcortical regions; and (ii) stimulation by musical melodies and verbal/lexical information may engage broader neural networks&#x02014; including the basal ganglia, thalamus, and hypothalamus. These mechanisms may underlie, at least in part, the memory-enhancing effects of music interventions. <xref ref-type="bibr" rid="B40">Vandervert (2015)</xref> further reported that the central executive component of working memory is shaped by cortico-cerebellar system dynamics; accordingly, music interventions may strengthen central executive control and thereby augment volitional/self-regulatory control. Complementarily, Electroencephalography studies (<xref ref-type="bibr" rid="B8">Cheung et al., 2017</xref>) have shown that music interventions can modulate cortical synchronization within neural networks subserving verbal memory formation, which may also account for improvements in both executive function and memory.</p>
</sec>
<sec>
<label>4.3</label>
<title>Discussion of attention</title>
<p>This review found no significant effect of music-based interventions on attention in cognitively normal older adults. By contrast, several prior studies in healthy children have reported significant attention gains following music training (<xref ref-type="bibr" rid="B37">Strait et al., 2015</xref>; <xref ref-type="bibr" rid="B11">Dittinger et al., 2017</xref>), and extensive, long-term (multi-year) training has also improved attention in healthy adults (<xref ref-type="bibr" rid="B37">Strait et al., 2015</xref>; <xref ref-type="bibr" rid="B42">Wang et al., 2015</xref>). Three explanations may account for the null finding here. First, the music-intervention protocols used in the included trials may indeed exert little effect on attention in cognitively normal older adults; across the nine trials in the meta-analysis, the mean intervention duration was 18 weeks, and only one study (<xref ref-type="bibr" rid="B21">Mack et al., 2024</xref>) exceeded 6 months&#x02014;importantly, that 1-year intervention did observe significant improvements in attention-related outcomes. Second, the small number of attention measures and limited sample sizes may have yielded small estimated effects and insufficient statistical power. Third, the attention measures employed may have been insufficiently sensitive to detect training-related changes in older adults. In the included literature, attention was assessed mainly with the Trail Making Test (TMT) or Digit Span Forward (DSF); drawing on additional tasks from the broader literature could improve detection. For example, <xref ref-type="bibr" rid="B37">Strait et al. (2015)</xref> asked participants to identify&#x02014;and act out&#x02014;one of two simultaneously presented stories delivered from left and right loudspeakers; <xref ref-type="bibr" rid="B26">Nan et al. (2018)</xref> used a masked-word target recognition task and reported enhanced executive attention following piano training in children. Consequently, future studies might increase sensitivity to change in older adults by combining multiple attention measures within a comprehensive assessment battery.</p>
</sec>
<sec>
<label>4.4</label>
<title>Limitations and future research directions</title>
<p>This study has several limitations. First, the available evidence is limited in quantity and lacks cultural and geographic representativeness. Trials of music-based interventions targeting cognitively normal older adults remain few, are mostly conducted in high-income countries, and focus predominantly on Western instrumental training (e.g., piano, percussion). There is insufficient attention to traditional musical practices representative of developing countries such as China (e.g., guqin, Chinese opera), constraining external validity and cultural applicability. Second, the nature of music interventions makes blinding difficult, introducing risks of performance and detection bias. Blinding participants and interventionists is typically infeasible; although some studies attempted to blind outcome assessors, most did not fully mitigate expectancy effects among participants. In addition, sample sizes were generally small: among the nine included studies, five enrolled fewer than 50 participants, which may reduce statistical power to detect small effects and may also inflate effect-size estimates. Finally, there was heterogeneity in intervention protocols. Although all interventions were music-centered, their specific formats, intensities, frequencies, and durations varied, potentially increasing between-study heterogeneity and complicating the identification of the most effective intervention model.</p>
<p>Based on this systematic review, we propose several recommendations and considerations for future research. First, while continuing to address the needs of older adults with cognitive impairment, future work should concurrently pursue preventive trials among those without overt cognitive decline to slow cognitive aging. Parallel studies in developing countries are particularly valuable to test cross-cultural generalizability and improve the representativeness of study samples. Second, methodological rigor should be strengthened by implementing robust allocation concealment; blinding outcome assessors; and adopting preregistered protocols with prespecified statistical analysis plans. Finally, factorial or adaptive designs should be used to compare different modalities (e.g., instrumental training, rhythmic interventions, choir/singing, receptive listening) and different doses (e.g., per-session duration, frequency, total hours), in order to identify the active ingredients that drive benefit (e.g., motor engagement, cognitive load, social participation).</p></sec></sec>
<sec sec-type="conclusion" id="s5">
<label>5</label>
<title>Conclusion</title>
<p>This systematic review and meta-analysis indicates that among cognitively normal older adults, music-based interventions significantly enhance global cognition, executive function, and memory, whereas their effect on attention was not statistically significant. Given the limited sample sizes of the included trials, these findings warrant confirmation in larger, high-quality studies.</p></sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<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">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>LT: Writing &#x02013; original draft, Supervision, Conceptualization, Writing &#x02013; review &#x00026; editing. ZF: Writing &#x02013; original draft, Investigation, Validation, Writing &#x02013; review &#x00026; editing. YZ: Data curation, Software, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing, Investigation. FT: Writing &#x02013; review &#x00026; editing, Supervision, Writing &#x02013; original draft.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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="s9">
<title>Generative AI statement</title>
<p>The author(s) declare that no Gen AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x00027;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="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpsyg.2025.1632873/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpsyg.2025.1632873/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/></sec>
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<mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Zhao</surname> <given-names>Y.-R.</given-names></name> <name><surname>Shang</surname> <given-names>S.-M.</given-names></name> <name><surname>Wu</surname> <given-names>C.</given-names></name></person-group> (<year>2021</year>). <article-title>Effects of music training on cognitive function in older adults: a systematic review and meta-analysis</article-title>. <source>Chin. J. Rehabil. Med.</source> <volume>36</volume>, <fpage>448</fpage>&#x02013;<lpage>455</lpage>. doi: <pub-id pub-id-type="doi">10.3724/SP.J.1329.2021.06002</pub-id></mixed-citation>
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<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/829940/overview">Giulia Maria Giordano</ext-link>, University of Campania Luigi Vanvitelli, Italy</p></fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2148332/overview">Cassandra Julia Ariu</ext-link>, Civil Hospital of Brescia, Italy</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3080607/overview">Maria Elena Rojas Zegarra</ext-link>, Universidad Nacional San Agust&#x000ED;n de Arequipa, Peru</p></fn>
</fn-group>
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</article>