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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2024.1360935</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of movement training based on rhythmic auditory stimulation in cognitive impairment: a meta-analysis of randomized controlled clinical trial</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Ya Nan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2613104/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Wen</surname> <given-names>Xiao Ni</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Yu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Xu</surname> <given-names>Nuo</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Zhang</surname> <given-names>Jing Han</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Hou</surname> <given-names>Xue</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1798523/overview"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Jing Ping</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Li</surname> <given-names>Ping</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Jia Yu</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wang</surname> <given-names>Jun Hao</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sun</surname> <given-names>Xin Yue</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Xi'an Physical Education University</institution>, <addr-line>Xi'an</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Exercise and Health Sciences, Xi'an Physical Education University</institution>, <addr-line>Xi'an</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Roozbeh Behroozmand, The University of Texas at Dallas, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Jihui Lyu, Beijing Geriatric Hospital, China</p>
<p>Kornanong Yuenyongchaiwat, Thammasat University, Thailand</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Xiao Ni Wen, <email>weniweni@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>18</volume>
<elocation-id>1360935</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>01</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Wang, Wen, Chen, Xu, Zhang, Hou, Liu, Li, Chen, Wang and Sun.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Wang, Wen, Chen, Xu, Zhang, Hou, Liu, Li, Chen, Wang and Sun</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Objective</title>
<p>According to the World Alzheimer&#x2019;s Disease Report in 2015,there were 9.9 million new cases of dementia in the world every year. At present, the number of patients suffering from dementia in China has exceeded 8 million, and it may exceed 26 million by 2040.Mild cognitive impairment (MCI) refers to the pathological state of pre-dementia with the manifestation of the progressive decline of memory or other cognitive functions but without decline of activities of daily life. It is particularly important to prevent or prolong the development of MCI into dementia. Research showing effects of rhythmic auditory stimulation based-movement training(RASMT) interventions on cognitive function is also emerging. Therefore, the present meta-analysis briefly summarize findings regarding the impacts of RASMT programs on cognitive impairment.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Data from Pubmed, Embase, and Cochrane Library were utilized. The impact of RASMT on cognitive functions was evaluated using indicators such as overall cognitive status, memory, attention, and executive functions. The REVMAN5.3 software was employed to analyze bias risks integrated into the study and the meta-analysis results for each indicator.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>A total of 1,596 studies were retrieved, of which 1,385 non-randomized controlled studies and 48 repetitive studies were excluded. After reviewing titles and abstracts of the remaining 163 articles, 133 irrelevant studies were excluded, 30 studies were downloaded and read the full text. Among 30 articles, 18 articles that did not meet the inclusion criteria were excluded, the other 12 studies were included in this meta-analysis. Utilizing the Cochrane Collaborative Network Bias Risk Assessment Scale, it was found that 11 studies explained the method of random sequence generation, nine studies did not describe allocation concealment, four were single-blinded to all researchers, and eight reported single-blinding in the evaluation of experimental results. In the meta-analysis, the main outcomes showed statistically significant differences in overall cognitive status [MD&#x2009;=&#x2009;1.19, 95%CI (0.09, 2.29), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05)], attention [MD&#x2009;=&#x2009;&#x2212;1.86, 95%CI (&#x2212;3.53, &#x2212;0.19), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05)], memory [MD&#x2009;=&#x2009;0.71, 95%CI (0.33, 1.09), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01)], and executive function [MD&#x2009;=&#x2009;&#x2212;0.23, 95% CI (&#x2212;0.44, &#x2212;0.02), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05)]. Secondary outcomes indicated no statistically significant differences in verbal fluency [MD&#x2009;=&#x2009;&#x2212;0.51, 95%CI (&#x2212;1.30, 0.27), (<italic>p</italic>&#x2009;=&#x2009;0.20)], while depression [MD&#x2009;=&#x2009;&#x2212;0.29, 95% CI (&#x2212;0.42, &#x2212;0.16), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01)] and anxiety [MD&#x2009;=&#x2009;0.19, 95% CI (0.06, 0.32), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01)] exhibited statistically significant differences. The GRADEpro GDT online tool assessed the quality of evidence for the outcome measures, revealing one low-quality outcome, two moderate-quality outcomes, and one high-quality outcome in this review.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>This study shows that RASMT can improve the general cognitive status, memory, attention and executive function of patients with cognitive impairment. The quality of evidence revealed that MMSE was low, attention and memory were moderate, and executive function was high. The RAMST program (type of exercise: play percussion instruments; time of exercise: 30&#x2013;60&#x2009;min; frequency of exercise: 2&#x2013;3 times/week; duration of exercise: more than 12&#x2009;weeks) was proved to be more effective in improving cognitive function. However, the sample size is relatively insufficient, the future needs further study.</p>
</sec>
<sec id="sec5">
<title>Systematic review registration</title>
<p>PROSPERO, identifier: CRD42023483561.</p>
</sec>
</abstract>
<kwd-group>
<kwd>cognitive impairment</kwd>
<kwd>movement training based on rhythmic auditory stimulation</kwd>
<kwd>aging</kwd>
<kwd>meta-analysis</kwd>
<kwd>randomized controlled trial</kwd>
</kwd-group>
<counts>
<fig-count count="12"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="47"/>
<page-count count="13"/>
<word-count count="7614"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Auditory Cognitive Neuroscience</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec6">
<title>Introduction</title>
<p>Cognition is the intricate process involving the acquisition, encoding, manipulation, extraction, and utilization of sensory input information by individuals. It constitutes a mental process situated between input and output. Cognitive impairment arises when various factors lead to the impairment of memory, attention, language, and executive function, thereby affecting an individual&#x2019;s capacity to engage in daily or social activities (<xref ref-type="bibr" rid="ref47">Woodford and George, 2007</xref>). Cognitive impairment is particularly prevalent among older people and is closely associated with the aging process. Epidemiological studies have disclosed that the prevalence of mild cognitive impairment (MCI) is 15.4% in individuals aged 55&#x2009;years and above in China (<xref ref-type="bibr" rid="ref12">Deng et al., 2021</xref>), 27.3% in those aged 65&#x2009;years and above in the United States (<xref ref-type="bibr" rid="ref36">Rajan et al., 2021</xref>), and 15.56% in those aged 50&#x2009;years and above globally. Notably, the incidence of MCI tends to rise with advancing age (<xref ref-type="bibr" rid="ref2">Bai et al., 2022</xref>). Simultaneously, cognitive impairment is often concurrent with certain diseases. In Parkinson&#x2019;s disease (PD) patients, cognitive impairment is a common cognitive state, with a prevalence of MCI at 40% (<xref ref-type="bibr" rid="ref3">Baiano et al., 2020</xref>). Post-stroke cognitive impairment (PSCI) emerges as a prevalent functional impairment following a stroke, reaching an incidence rate of up to 80.97% (<xref ref-type="bibr" rid="ref35">Qu et al., 2015</xref>). This not only impacts the functional recovery of patients and extends the disease course but also elevates the recurrence and mortality rates of stroke (<xref ref-type="bibr" rid="ref30">Oksala et al., 2009</xref>; <xref ref-type="bibr" rid="ref25">Kwon et al., 2020</xref>; <xref ref-type="bibr" rid="ref24">Kwan et al., 2021</xref>). It is estimated that over the next 50&#x2009;years, the number of older people in the world will increase by 21%, and the elderly population in developing and developed countries will increase by 140 and 51%, respectively (<xref ref-type="bibr" rid="ref14">Eshkoor et al., 2015</xref>). As population aging intensifies, MCI will become a major threat to the health of the elderly. In addition, a meta-analysis of 41 cohort studies found that the cumulative proportion of MCI cases progressing to dementia was 39.2 percent (<xref ref-type="bibr" rid="ref29">Mitchell and Shiri-Feshki, 2009</xref>), and treatment of MCI was seen as a potential intervention to slow the progression of dementia (<xref ref-type="bibr" rid="ref1">Anderson, 2019</xref>). Consequently, the restoration of cognitive function has become a focal point for researchers worldwide. Neurologic music therapy (NMT) (<xref ref-type="bibr" rid="ref18">Impellizzeri et al., 2020</xref>), exercise therapy (<xref ref-type="bibr" rid="ref44">Swatridge et al., 2017</xref>), and virtual reality (<xref ref-type="bibr" rid="ref27">Liao et al., 2020</xref>) have been implemented in clinical practice to train cognitive function, demonstrating promising efficacy.</p>
<p>NMT, a novel music therapy technique rooted in neurology (<xref ref-type="bibr" rid="ref11">de L&#x2019;Etoile Shannon, 2016</xref>), targets cognitive, sensory, and motor dysfunction resulting from neurological disorders in humans. It finds applications in neurological rehabilitation, neuropediatric therapy, neurogeriatric therapy, and neurodevelopmental therapy (<xref ref-type="bibr" rid="ref15">Gali&#x0144;ska, 2015</xref>). A specific therapeutic technique within NMT, rhythmic auditory stimulation (RAS), enhances cognitive function by engaging the basal ganglia-thalamic-cortical network (<xref ref-type="bibr" rid="ref23">Kotz et al., 2009</xref>; <xref ref-type="bibr" rid="ref40">Schwartze et al., 2011</xref>) and the cerebellar- thalamus- cortical circuit (<xref ref-type="bibr" rid="ref9">Coull et al., 2011</xref>; <xref ref-type="bibr" rid="ref22">Kotz and Schmidt-Kassow, 2015</xref>) through rhythmic and repetitive auditory stimulation. RASMT involves subjects following rhythmic auditory cues (such as music or a metronome) and executing rhythmic movements (e.g., playing percussion, piano, clapping, walking) involving the upper limbs, lower limbs, and trunk. This method concurrently conveys visual, auditory, and motoric information to a specialized brain network comprising fronto-temporo-parietal regions, components of the putative human mirror neuron system. This network, among its various functions, likely facilitates the coupling between perceptual events (visual or auditory) and motor actions (leg, arm/hand, or vocal/articulatory actions), integrating cognition and perception to enhance cognitive function (<xref ref-type="bibr" rid="ref39">Schlaug et al., 2010</xref>). Research indicates that movement training with musical rhythm can stimulate the prefrontal cortex and enhance overall cognitive status in healthy older people with MCI compared to movement training without musical rhythm (<xref ref-type="bibr" rid="ref41">Shimizu et al., 2018</xref>). This finding is further supported by <xref ref-type="bibr" rid="ref17">Hars et al. (2014)</xref>, who assessed Frontal Assessment Battery (FAB) and Mini-Mental State Examination (MMSE) scores before and after 6&#x2009;months of walking to the rhythm of the piano in older people with MCI. Furthermore, RASMT exhibits positive effects on memory, attention, and executive function. Studies demonstrate that playing instrument training can improve memory and overall cognitive status in MCI patients (<xref ref-type="bibr" rid="ref13">Doi et al., 2017</xref>). Drum playing intervention with rhythmic cueing (DPRC) has great potential to improve upper limb motor control and attention control (<xref ref-type="bibr" rid="ref31">Park and Kim, 2021</xref>). Ronnie Gardner&#x2019;s rhythm and music (RGRM) training have been shown to improve learning and episodic memory, speed, attention, visuospatial functions, language, and executive functions in Parkinson&#x2019;s disease patients (<xref ref-type="bibr" rid="ref33">Pohl et al., 2013</xref>, <xref ref-type="bibr" rid="ref34">2020</xref>). Auditory motor synchronization training (AMST) has been found to enhance attention, memory, and executive function in stroke patients (<xref ref-type="bibr" rid="ref32">Park and Lee, 2018</xref>).</p>
<p>In conclusion, RASMT not only proves beneficial for addressing cognitive impairment in the normal aging process but also for the improvement of cognitive impairment in various diseases. However, it is noteworthy that as of now, in previous studies when discussing the effects of RASMT on cognitive impairment, there were differences in the subjects (including healthy people, mild to severe cognitive impairment, stroke, Parkinson&#x2019;s disease, etc.), the intervention methods (specific exercise forms, exercise time, exercise frequency, duration) and the research objectives (the effects of RASMT on the general cognitive function, such as memory, attention, executive ability, speech fluency, etc.). To explore whether differences in subjects and intervention methods affect RAMST&#x2019;s effects on cognitive function, and which aspects of RAMST&#x2019;s improvement in cognitive function are more significant, we conducted a meta-analysis of randomized controlled trials. The selected studies for inclusion in this meta-analysis adhere to the criteria of being randomized controlled trials, ensuring a higher standard of research methodology. This rigorous selection aims to enhance the quality of the articles under examination, thereby furnishing more precise and evidence-based insights for the clinical treatment of cognitive impairment.</p>
</sec>
<sec sec-type="methods" id="sec7">
<title>Methods</title>
<p>In this endeavor, a systematic review was meticulously planned and executed, adhering to the guidelines outlined in the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statement. Additionally, this review was duly registered with PROSPERO under the registration number CRD42023483561.</p>
<sec id="sec8">
<title>Search strategy</title>
<p>Two reviewers conducted an electronic search of the Pubmed, Embase, and Cochrane Library databases in November 2023. The search utilized the following keyword combinations: rhythmic auditory stimulation, rhythmic auditory cues, music therapy, movement music therapy, rhythm and music-based therapy, active music therapy, and cognitive impairment. Additionally, these key terms were meticulously matched with the relevant Medical Subject Headings (MeSH) terms. Pre-searches were conducted, and the final search strategy was determined as follows: PUBMED: (((((Music Therapy[MeSH Terms]) OR (rhythmic cueing[Title/Abstract])) OR (rhythmic auditory stimulation[Title/Abstract])) OR (movement music therapy[Title/Abstract])) OR (rhythm music-based therapy[Title/Abstract])) OR (active music therapy[Title/Abstract]) AND ((((((((((((((((((((((((Cognitive Dysfunction[MeSH Terms]) OR (cognitive dysfunctions[Title/Abstract])) OR (dysfunction, cognitive[Title/Abstract])) OR (dysfunctions, cognitive[Title/Abstract])) OR (cognitive impairments[Title/Abstract])) OR (cognitive impairment[Title/Abstract])) OR (impairment, cognitive[Title/Abstract])) OR (impairments, cognitive[Title/Abstract])) OR (cognitive disorder[Title/Abstract])) OR (cognitive disorders[Title/Abstract])) OR (disorder, cognitive[Title/Abstract])) OR (disorders, cognitive[Title/Abstract])) OR (mild cognitive impairment[Title/Abstract])) OR (cognitive impairment, mild[Title/Abstract])) OR (cognitive impairments, mild[Title/Abstract])) OR (impairment, mild cognitive[Title/Abstract])) OR (impairments, mild cognitive[Title/Abstract])) OR (mild cognitive impairments[Title/Abstract])) OR (cognitive decline[Title/Abstract])) OR (cognitive declines[Title/Abstract])) OR (decline, cognitive[Title/Abstract])) OR (declines, cognitive[Title/Abstract])) OR (mental deterioration[Title/Abstract])) OR (deteriorations, mental[Title/Abstract])) OR (mental deteriorations[Title/Abstract]).Embase: (&#x2018;music therapy&#x2019;/exp. OR (&#x2018;music therapy&#x2019;:ab,ti OR &#x2018;rhythmic cueing&#x2019;:ab,ti OR &#x2018;rhythmic auditory stimulation&#x2019;:ab,ti OR &#x2018;movement music therapy&#x2019;:ab,ti OR &#x2018;rhythm music-based therapy&#x2019;:ab,ti OR &#x2018;active music therapy&#x2019;:ab,ti)) AND (&#x2018;cognitive defect&#x2019;/exp. OR (&#x2018;cognition disorder&#x2019;:ab,ti OR &#x2018;cognition disorders&#x2019;:ab,ti OR &#x2018;cognitive defects&#x2019;:ab,ti OR &#x2018;cognitive deficit&#x2019;:ab,ti OR &#x2018;cognitive disability&#x2019;:ab,ti OR &#x2018;cognitive disorder&#x2019;:ab,ti OR &#x2018;cognitive disorders&#x2019;:ab,ti OR &#x2018;cognitive dysfunction&#x2019;:ab,ti OR &#x2018;cognitive impairment&#x2019;:ab,ti OR &#x2018;cognitive defect&#x2019;:ab,ti)). Cochrane Library:(MeSH descriptor: [Music Therapy] explode all trees OR (rhythmic cueing:ti,ab OR (rhythmic auditory stimulation:ti,ab OR (movement music therapy:ti,ab OR (rhythm music-based therapy:ti,ab OR (active music therapy:ti,ab)) AND (MeSH descriptor: [Cognitive Dysfunction] explode all trees OR (cognitive dysfunctions:ti,ab OR (dysfunction, cognitive:ti,ab OR (dysfunctions, cognitive:ti,ab OR (cognitive impairments:ti,ab OR (cognitive impairment:ti,ab OR (impairment, cognitive:ti,ab OR (impairments, cognitive:ti,ab OR (cognitive disorder:ti,ab OR (cognitive disorders:ti,ab OR (disorder, cognitive:ti,ab OR (disorders, cognitive:ti,ab OR (mild cognitive impairment:ti,ab OR (cognitive impairment, mild:ti,ab OR (cognitive impairments, mild:ti,ab OR (impairment, mild cognitive:ti,ab OR (impairments, mild cognitive:ti,ab OR (mild cognitive impairments:ti,ab OR (cognitive decline:ti,ab OR (cognitive declines:ti,ab OR (decline, cognitive:ti,ab OR (declines, cognitive:ti,ab OR (mental deterioration:ti,ab OR (deteriorations, mental:ti,ab OR (mental deteriorations:ti,ab)).Meanwhile, a manual search (an online search of relevant journals and references of review articles) was conducted to identify papers that may have been missed in the electronic database search.</p>
</sec>
<sec id="sec9">
<title>Eligibility criteria</title>
<sec id="sec10">
<title>Inclusion criteria</title>
<p>The Population, Intervention, Comparison, Outcomes, Study Design (PICOS) framework (<xref ref-type="bibr" rid="ref10">Cristini et al., 2021</xref>) was employed to establish the eligibility criteria for articles included in this review. Within this meta-analysis, the populations encompassed studies involving participants diagnosed with cognitive impairment. Interventions comprised studies utilizing RASMT as an experimental group intervention, with a clearly defined protocol encompassing specific training parameters (exercise form, exercise time, exercise frequency, and duration). To facilitate comparison with the experimental group, included studies necessitated an intervention in the control group (such as conventional treatment, music listening, cognitive training, etc.). Results encompassed both main and secondary outcomes. Main outcomes focused on the study of overall cognitive status, attention, memory, and executive function. Evaluation methods included the MMSE, FAB, Trail Making Test (TMT), and Digit Span Test (DST). Secondary outcomes delved into the assessment of word fluency, depression and anxiety. Evaluation methods for secondary outcomes encompassed the Verbal Fluency Test (VFL), Hospital Anxiety and Depression Scale (HADS), and Near-Infrared Spectroscopy (NIRS). Word fluency, depression and anxiety are also manifestations of cognitive impairment. NIRS, as a functional neuroimaging modality characterized by non-invasiveness and high mobility, can quantitatively measure the concentration of hemoglobin in brain tissue to assess oxygen metabolism, indirectly reflecting neuronal activity in the brain. Therefore we included VFL, HADS and NIRS as secondary assessment measures to more comprehensively and accurately assess the effect of RASMT on participants&#x2019; cognitive function. Study Design strictly encompassed Randomized Controlled Trials (RCTs), ensuring a robust and high-quality selection for this review.</p>
</sec>
<sec id="sec11">
<title>Exclusion criteria</title>
<p>All non-research studies, non-randomized control experiments, animal experiments, and duplicate papers were excluded from consideration. The two reviewers independently assessed the titles and abstracts, initially identifying literature that met the predefined standards. Subsequently, the full text of these selected documents was thoroughly examined to further ascertain their compliance with the established criteria, and data with incomplete information were systematically excluded. The comprehensive screening process adhered to the structured framework outlined in PICOS.</p>
</sec>
<sec id="sec12">
<title>Study selection</title>
<p>Initially, the final search results from Pubmed, Embase, and Cochrane Library databases were retrieved individually. The search results excluding non-randomized control experiments were imported into EndNote software, and duplicate studies were subsequently removed. Subsequently, the two authors independently reviewed the titles and abstracts, identifying potentially relevant research. Finally, all potentially relevant studies were downloaded and assessed in detail according to the PICOS principle, ultimately determining the studies that met the established standards. In cases where there was inconsistency between the assessments of the two authors, a senior researcher joined the discussion to facilitate a consensus and reach a final decision.</p>
</sec>
</sec>
<sec id="sec13">
<title>Data extraction</title>
<p>The meta-analysis incorporated general information and outcome indicators from the research. General information encompassed the first author, sample size, gender, age, treatment, and intervention measures. Results included primary indicators (overall cognitive status, attention, memory, and executive function) and secondary indicators (verbal fluency, depression and anxiety). Both authors independently extracted and analyzed the data from the included studies. In cases where a study meeting the inclusion criteria lacked effective data, attempts were made to contact the study&#x2019;s author for original data. If the data remained unavailable or invalid, the study was excluded from the subsequent analysis. In instances where there was a discrepancy in the analysis results between the two authors, a senior researcher joined the discussion to facilitate reaching a final consensus.</p>
</sec>
<sec id="sec14">
<title>Quality and risk of bias assessment</title>
<p>Utilize the Cochrane bias risk assessment tool (<xref ref-type="bibr" rid="ref8">Choi et al., 2020</xref>) to evaluate the risk of bias incorporated into the research. Cochrane bias risk assessment tools address six aspects, namely random sequence generation (selection bias), allocation concealment (selection bias), blinding of participants and personnel (performance bias), blinding of outcome assessment (detection bias), incomplete outcome data (attrition bias), and selective reporting (reporting bias). Each aspect is assessed against three standards: high risk, unclear risk, and low risk. Following this assessment, the RevMan 5.3 software was employed to generate a bias risk chart for this meta-analysis.</p>
<p>Assess the quality of evidence using the GRADEpro GDT online tool for outcome indicators. GRADE, a rating system proposed by a working group comprising over 60 doctors, clinical epidemiologists, and evidence-based medical experts in 2000, currently serves as the standard for evaluating evidence quality. The assessment of risk of bias, inconsistency, indirectness, imprecision, and publication bias categorizes the quality of evidence into four levels: high, medium, low, and extremely low quality.</p>
<p>Both of the aforementioned evaluations are independently conducted by the two authors. In cases where there is inconsistency in the evaluation results between the two authors, a senior researcher will participate in the discussion to reach a final consensus.</p>
</sec>
<sec id="sec15">
<title>Statistical analysis</title>
<p>Utilize RevMan 5.3 (Cochrane Collaboration Network, Oxford, Britain) for statistical analysis. In the statistical analysis of continuous variables&#x2019; average and standard deviation, a significance level of <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 in the results indicates that the overall effect (Z) holds statistically significant importance. If I<sup>2</sup> is less than 50%, it suggests insignificant heterogeneity, and a fixed-effect model is applied. Conversely, if I<sup>2</sup> exceeds 50%, it implies significant heterogeneity. Sub-group meta-analyses and sensitivity analysis are conducted to identify the source of heterogeneity. If heterogeneity persists, a random-effect model is employed for the summary analysis (<xref ref-type="bibr" rid="ref8">Choi et al., 2020</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec16">
<title>Results</title>
<sec id="sec17">
<title>Search results</title>
<p>The three primary databases&#x2014;Pubmed, Embase, and Cochrane Library&#x2014;yielded a total of 107, 1,359, and 130 studies, respectively, amounting to 1,596 studies in total. After excluding non-random control experiments, 1,385 studies were eliminated, leaving 211 studies. Among these, 35 were from Pubmed, 49 from Embase, and 127 from Cochrane Library. After importing into Endnote software and excluding 48 duplicate studies, the remaining 163 titles and abstracts were scrutinized, resulting in the elimination of 133 unrelated documents. Subsequently, the remaining 30 studies were downloaded, and following a thorough examination of the full text, 18 studies that did not meet the standards were removed. In the end, the meta-analysis was conducted with 12 studies. For specific details and steps, refer to <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flow chart of the search process.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g001.tif"/>
</fig>
</sec>
<sec id="sec18">
<title>Quality and risk of bias assessment</title>
<p>Utilize the Cochrane Collaborative Network Bias Risk Assessment Scale for bias evaluation, as illustrated in <xref ref-type="fig" rid="fig2">Figures 2</xref>, <xref ref-type="fig" rid="fig3">3</xref>. A total of 12 studies underwent evaluation, revealing that 11 studies detailed the method of employing random sequences. However, one study utilized the floor and ward number for randomization and did not provide a clear report of the random sequence. Allocation concealment was not described in nine studies, and only four studies implemented a blind method for all researchers. Eight studies reported the assessment of experimental results without implementing a blind method for researchers, but this had minimal impact on the research outcomes. All studies demonstrated low risk of bias for attrition and reporting. Please refer to <xref ref-type="fig" rid="fig2">Figures 2</xref>, <xref ref-type="fig" rid="fig3">3</xref> for a detailed representation.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Risk of bias graph.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g002.tif"/>
</fig>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Risk of bias summary.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g003.tif"/>
</fig>
</sec>
<sec id="sec19">
<title>Study characteristics</title>
<p>The general information encompassed in the research, detailed in <xref ref-type="table" rid="tab1">Table 1</xref>, consists of the first author, sample size, gender, age, and diagnostic standards. The data incorporated into the study, outlined in <xref ref-type="table" rid="tab2">Table 2</xref>, includes the intervention schemes for both the experimental and control groups. This involves the form of movement, duration, frequency, and time of RASMT, along with the assessment time points and measurement outcomes. Within the included research, the smallest sample size is 15 (<xref ref-type="bibr" rid="ref43">Street et al., 2015</xref>), while the largest is 134 (<xref ref-type="bibr" rid="ref17">Hars et al., 2014</xref>; <xref ref-type="bibr" rid="ref13">Doi et al., 2017</xref>). Various movement forms are implemented in the experimental groups, such as intensive cognitive music training, playing percussion instruments, structured music-based multitask exercise classes, rhythmic intervention music training, and physical exercise with music&#x2014;all falling under the umbrella of RASMT. Control group interventions encompass a range of activities, including gymnastics, health education, conventional activities, computer cognitive training, and more. The intervention durations vary significantly, ranging from 3&#x2009;weeks to 40&#x2009;weeks.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of participants in the included studies.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Study</th>
<th align="center" valign="top">Gender(F/M)</th>
<th align="center" valign="top">Age(year)</th>
<th align="center" valign="top">Sample(n)</th>
<th align="center" valign="top">MMSE</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">C/E</th>
<th align="center" valign="top">C/E</th>
<th align="center" valign="top">C/E</th>
<th align="center" valign="top">C/E</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref4">Biasutti and Mangiacotti (2018)</xref>
</td>
<td align="center" valign="top">9/8</td>
<td align="center" valign="top">83.76&#x2009;&#x00B1;&#x2009;6.16</td>
<td align="center" valign="top" rowspan="2">17/18</td>
<td align="center" valign="top">24.53&#x2009;&#x00B1;&#x2009;3.50</td>
</tr>
<tr>
<td align="center" valign="top">14/4</td>
<td align="center" valign="top">83.39&#x2009;&#x00B1;&#x2009;7.81</td>
<td align="center" valign="top">22.39&#x2009;&#x00B1;&#x2009;3.65</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref5">Biasutti and Mangiacotti (2021)</xref>
</td>
<td align="center" valign="top">14/11</td>
<td align="center" valign="top">85.12&#x2009;&#x00B1;&#x2009;6.14</td>
<td align="center" valign="top" rowspan="2">25/20</td>
<td align="center" valign="top">23.64&#x2009;&#x00B1;&#x2009;4.34</td>
</tr>
<tr>
<td align="center" valign="top">15/5</td>
<td align="center" valign="top">83.95&#x2009;&#x00B1;&#x2009;7.84</td>
<td align="center" valign="top">22.45&#x2009;&#x00B1;&#x2009;3.46</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref13">Doi et al. (2017)</xref>
</td>
<td align="center" valign="top">31/36</td>
<td align="center" valign="top">76.0&#x2009;&#x00B1;&#x2009;4.9</td>
<td align="center" valign="top" rowspan="2">67/67</td>
<td align="center" valign="top">25.8&#x2009;&#x00B1;&#x2009;2.4</td>
</tr>
<tr>
<td align="center" valign="top">39/28</td>
<td align="center" valign="top">76.2&#x2009;&#x00B1;&#x2009;4.6</td>
<td align="center" valign="top">25.9&#x2009;&#x00B1;&#x2009;2.6</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref16">Haire et al. (2021)</xref>
</td>
<td align="center" valign="top">6/4</td>
<td align="center" valign="top">57.6&#x2009;&#x00B1;&#x2009;11.14</td>
<td align="center" valign="top" rowspan="2">10/10</td>
<td rowspan="2"/>
</tr>
<tr>
<td align="center" valign="top">5/5</td>
<td align="center" valign="top">55.5&#x2009;&#x00B1;&#x2009;15.01</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref17">Hars et al. (2014)</xref>
</td>
<td align="center" valign="top">65 /96</td>
<td align="center" valign="top">76&#x2009;&#x00B1;&#x2009;6</td>
<td align="center" valign="top" rowspan="2">68/66</td>
<td align="center" valign="top">26.3&#x2009;&#x00B1;&#x2009;3.0</td>
</tr>
<tr>
<td align="center" valign="top">64/97</td>
<td align="center" valign="top">75&#x2009;&#x00B1;&#x2009;8</td>
<td align="center" valign="top">25.9&#x2009;&#x00B1;&#x2009;2.7</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref19">Jones et al. (2021)</xref>
</td>
<td align="center" valign="top">1/6</td>
<td align="center" valign="top">55.4&#x2009;&#x00B1;&#x2009;10.54</td>
<td align="center" valign="top" rowspan="2">7/8</td>
<td rowspan="2"/>
</tr>
<tr>
<td align="center" valign="top">1/7</td>
<td align="center" valign="top">51.9&#x2009;&#x00B1;&#x2009;11.02</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref21">Kim and Kang (2021)</xref>
</td>
<td align="center" valign="top">17/3</td>
<td rowspan="2"/>
<td align="center" valign="top" rowspan="2">20/20</td>
<td rowspan="2"/>
</tr>
<tr>
<td align="center" valign="top">14/6</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref32">Park and Lee (2018)</xref>
</td>
<td align="center" valign="top">6/7</td>
<td rowspan="2"/>
<td align="center" valign="top" rowspan="2">15/5</td>
<td rowspan="2"/>
</tr>
<tr>
<td align="center" valign="top">7/8</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref31">Park and Kim (2021)</xref>
</td>
<td rowspan="2"/>
<td align="center" valign="top">63.1&#x2009;&#x00B1;&#x2009;10.1</td>
<td align="center" valign="top" rowspan="2">8/8</td>
<td align="center" valign="top">26.3&#x2009;&#x00B1;&#x2009;1.9</td>
</tr>
<tr>
<td align="center" valign="top">61.6&#x2009;&#x00B1;&#x2009;4.9</td>
<td align="center" valign="top">28.3&#x2009;&#x00B1;&#x2009;1.2</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref38">Satoh et al. (2017)</xref>
</td>
<td rowspan="2"/>
<td align="center" valign="top">87.4&#x2009;&#x00B1;&#x2009;4.4</td>
<td align="center" valign="top" rowspan="2">31/31</td>
<td align="center" valign="top">20.9&#x2009;&#x00B1;&#x2009;3.72</td>
</tr>
<tr>
<td align="center" valign="top">87&#x2009;&#x00B1;&#x2009;5.4</td>
<td align="center" valign="top">20.1&#x2009;&#x00B1;&#x2009;3.17</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref41">Shimizu et al. (2018)</xref>
</td>
<td align="center" valign="top">10/1</td>
<td align="center" valign="top">73.33&#x2009;&#x00B1;&#x2009;7.31</td>
<td align="center" valign="top" rowspan="2">9/30</td>
<td rowspan="2"/>
</tr>
<tr>
<td align="center" valign="top">28/6</td>
<td align="center" valign="top">74.90&#x2009;&#x00B1;&#x2009;4.29</td>
</tr>
<tr>
<td align="left" valign="top" rowspan="2">
<xref ref-type="bibr" rid="ref42">Siponkoski et al. (2020)</xref>
</td>
<td align="center" valign="top">3/6</td>
<td align="center" valign="top">40.8&#x2009;&#x00B1;&#x2009;11.5</td>
<td align="center" valign="top" rowspan="2">20/20</td>
<td rowspan="2"/>
</tr>
<tr>
<td align="center" valign="top">7/9</td>
<td align="center" valign="top">42.1&#x2009;&#x00B1;&#x2009;14.6</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>C, control group; E, experiment group; M, male; F, female.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Characteristics of study design in the included studies.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="middle">Study</th>
<th align="left" valign="middle">Interventions(C)</th>
<th align="left" valign="middle">Interventions(E)</th>
<th align="left" valign="middle">Methods, minutes, frequency, duration</th>
<th align="left" valign="middle">Assessment time points</th>
<th align="left" valign="middle">Outcome measures</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref4">Biasutti and Mangiacotti (2018)</xref>
</td>
<td align="left" valign="top">Gymnastic activities</td>
<td align="left" valign="top">RASMT(intensive cognitive music training)</td>
<td align="left" valign="top">45&#x2009;min, 1time/2&#x2009;week, 24&#x2009;weeks</td>
<td align="left" valign="top">After 4&#x2009;months of treatment</td>
<td align="left" valign="top">MMSE, VFL, TMT-A, AMT, CDT</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref5">Biasutti and Mangiacotti (2021)</xref>
</td>
<td align="left" valign="top">Gymnastic activities</td>
<td align="left" valign="top">RASMT(intensive cognitive music training)</td>
<td align="left" valign="top">70&#x2009;min, 2times/week, 6&#x2009;weeks</td>
<td align="left" valign="top">After 6&#x2009;weeks of treatment</td>
<td align="left" valign="top">MMSE, GDS</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref13">Doi et al. (2017)</xref>
</td>
<td align="left" valign="top">Health education</td>
<td align="left" valign="top">RASMT(playing percussion instruments)</td>
<td align="left" valign="top">60&#x2009;min, 1time/week, 40&#x2009;weeks</td>
<td align="left" valign="top">After 40&#x2009;weeks of treatment</td>
<td align="left" valign="top">Story memory, Word memory MMSE, TMT(A B)</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref16">Haire et al. (2021)</xref>
</td>
<td align="left" valign="top">TIMP+MI</td>
<td align="left" valign="top">RASMT(TIMP+cMI)</td>
<td align="left" valign="top">45&#x2009;min, 3times/week, 3&#x2009;weeks</td>
<td align="left" valign="top">After 3&#x2009;weeks of treatment</td>
<td align="left" valign="top">TMT(B), DST, MAACL-R, GSE, SAM</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref17">Hars et al. (2014)</xref>
</td>
<td align="left" valign="top">Maintained usual lifestyle habits,</td>
<td align="left" valign="top">RASMT(structured music-based multitask exercise classes)</td>
<td align="left" valign="top">60&#x2009;min,1 time/week, 6&#x2009;months</td>
<td align="left" valign="top">After 6&#x2009;months of treatment</td>
<td align="left" valign="top">MMSE, CDT, FAB, HADS-A</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref19">Jones et al. (2021)</xref>
</td>
<td align="left" valign="top">Attention process training</td>
<td align="left" valign="top">RASMT(music attention control training)</td>
<td align="left" valign="top">45&#x2009;min, 1time/week, 3&#x2009;weeks</td>
<td align="left" valign="top">After 3&#x2009;weeks of treatment</td>
<td align="left" valign="top">TMT(A B), DST, BPT</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref21">Kim and Kang (2021)</xref>
</td>
<td align="left" valign="top">Regular activities</td>
<td align="left" valign="top">RASMT(music intervention with rhythmic exercises+regular activities)</td>
<td align="left" valign="top">50&#x2009;min,1 time/2&#x2009;weeks, 12&#x2009;weeks</td>
<td align="left" valign="top">After 12&#x2009;weeks of treatment</td>
<td align="left" valign="top">MMSE, GDSSF-K, GAI-K, Life satisfaction</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref32">Park and Lee (2018)</xref>
</td>
<td align="left" valign="top">CMDT</td>
<td align="left" valign="top">RASMT(CMDT+AMST)</td>
<td align="left" valign="top">30&#x2009;min, 3times/week, 6&#x2009;weeks</td>
<td align="left" valign="top">After 6&#x2009;weeks of treatment</td>
<td align="left" valign="top">TMT, DST, ST</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref31">Park and Kim (2021)</xref>
</td>
<td align="left" valign="top">Regular programs</td>
<td align="left" valign="top">RASMT(drum playing intervention with rhythmic cueing)</td>
<td align="left" valign="top">50&#x2009;min, 3times/week, 12&#x2009;weeks</td>
<td align="left" valign="top">After 12&#x2009;weeks of treatment</td>
<td align="left" valign="top">NHPT, TMT(A B), KST</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref38">Satoh et al. (2017)</xref>
</td>
<td align="left" valign="top">Cognitive stimulation</td>
<td align="left" valign="top">RASMT(physical exercise with music)</td>
<td align="left" valign="top">40&#x2009;min, 1time/week, 6&#x2009;months</td>
<td align="left" valign="top">After 6&#x2009;months of treatment</td>
<td align="left" valign="top">MMSE, TMT(A), RCPM, RBMT, WF</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref41">Shimizu et al. (2018)</xref>
</td>
<td align="left" valign="top">Single-training task</td>
<td align="left" valign="top">RASMT(movement music therapy)</td>
<td align="left" valign="top">50&#x2009;min, 1time/week, 12&#x2009;weeks</td>
<td align="left" valign="top">After 12&#x2009;weeks of treatment</td>
<td align="left" valign="top">FAB, NIRS</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref42">Siponkoski et al. (2020)</xref>
</td>
<td align="left" valign="top">Standard care</td>
<td align="left" valign="top">RASMT(neurological music therapy+standard care)</td>
<td align="left" valign="top">60&#x2009;min, 2times/week, 3&#x2009;months</td>
<td align="left" valign="top">After 3&#x2009;months of treatment</td>
<td align="left" valign="top">FAB, Executive function, Reasoning, Verbal memory, Motor performance</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>MMSE, Mini-Mental State Examination; VFL, verbal fluency test; CDT, clock drawing test; TMTA/B, Trail Making Test A/B; AMT, attentional matrices test; GDS, Geriatric Depression Scale; TIMP, Therapeutic Instrumental Music Performance; MI, Motor Imagery; cMI, metronome-cued motor imagery; MAACL-R, Multiple Affect Adjective Checklist; GSE, General Self-Efficacy scale; SAM, Self-Assessment Manikin; FAB, frontal assessment battery; HADS, hospital anxiety and depression scale; BPT, Brown-Peterson Task; GDSSF-K, Geriatric Depression Scale; GAI-K, Geriatric Anxiety Inventory-Korean; CMDT, cognitive-motor dual-task training; AMST, auditory motor synchronization training; ST, Stroop test; NHPT, Nine Hole Peg Test; KST, Korean Stroop test; RCPM, Japanese Raven&#x2019;s Colored Progressive Matrices; RBMT, Rivermead Behavioral Memory Test; WF, word fluency; NIRS, near-infrared spectroscopy.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec20">
<title>Outcomes</title>
<sec id="sec21">
<title>Main outcome</title>
<p>Overall cognitive status: Six studies, incorporating 450 subjects, were included in the analysis of overall cognitive status. The results revealed significant heterogeneity (I<sup>2</sup>&#x2009;=&#x2009;73%), prompting the adoption of a random-effect model [MD&#x2009;=&#x2009;1.19, 95% CI (0.09, 2.29), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05)]. Subsequently, a sub-group analysis was conducted, categorizing the intervention duration as &#x2264;12&#x2009;weeks and&#x2009;&#x003E;&#x2009;12&#x2009;weeks. In the sub-group with &#x2264;12&#x2009;weeks, comprising two studies, results indicated non-significant heterogeneity (<italic>p</italic>&#x2009;=&#x2009;0.35, I<sup>2</sup>&#x2009;=&#x2009;0%), thus a fixed effect model was chosen [MD&#x2009;=&#x2009;3.29, 95% CI (1.92, 4.66), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01)]. For the &#x003E;12&#x2009;weeks sub-group, consisting of four studies, results also demonstrated non-significant heterogeneity (<italic>p</italic>&#x2009;=&#x2009;0.25, I<sup>2</sup>&#x2009;=&#x2009;27%), leading to the selection of a fixed effect model (<italic>p</italic>&#x2009;=&#x2009;0.05). Consequently, the sub-group analysis yielded statistically significant results (<xref ref-type="fig" rid="fig4">Figures 4</xref>, <xref ref-type="fig" rid="fig5">5</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Forest plot of overall cognitive status for meta-analysis.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g004.tif"/>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Forest plot for subgroup analysis.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g005.tif"/>
</fig>
<p>Attention: Six studies, involving 288 subjects, were included in the attention analysis. Results indicated non-significant heterogeneity (<italic>p</italic>&#x2009;=&#x2009;0.8, I<sup>2</sup>&#x2009;=&#x2009;0%), leading to the use of a fixed effect model [MD&#x2009;=&#x2009;&#x2212;1.86, 95% CI (&#x2212;3.53, &#x2212;0.19), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05)]. Therefore, the difference between the two groups was statistically significant (<xref ref-type="fig" rid="fig6">Figure 6</xref>).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Forest plot of attention for meta-analysis.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g006.tif"/>
</fig>
<p>Memory: Five studies, encompassing 286 subjects, were included in the memory analysis. Non-significant heterogeneity was observed (<italic>p</italic>&#x2009;=&#x2009;0.63, I<sup>2</sup>&#x2009;=&#x2009;0%), prompting the application of a fixed effect model [MD&#x2009;=&#x2009;0.71, 95% CI (0.33, 1.09), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01)]. Consequently, the difference between the two groups was statistically significant (<xref ref-type="fig" rid="fig7">Figure 7</xref>).</p>
<fig position="float" id="fig7">
<label>Figure 7</label>
<caption>
<p>Forest plot of memory for meta-analysis.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g007.tif"/>
</fig>
<p>Executive function: Eight studies, with 348 subjects, were included in the analysis of executive functions. Results indicated non-significant heterogeneity (<italic>p</italic>&#x2009;=&#x2009;0.79, I<sup>2</sup>&#x2009;=&#x2009;0%), leading to the use of a fixed effect model [MD&#x2009;=&#x2009;&#x2212;0.23, 95% CI (&#x2212;0.44, &#x2212;0.02), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05)]. Therefore, the difference between the two groups was statistically significant (<xref ref-type="fig" rid="fig8">Figure 8</xref>).</p>
<fig position="float" id="fig8">
<label>Figure 8</label>
<caption>
<p>Forest plot of executive function for meta-analysis.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g008.tif"/>
</fig>
</sec>
<sec id="sec22">
<title>Secondary outcome</title>
<p>Verbal fluency: The analysis on word fluency includes two studies, involving 97 subjects. The results indicate significant heterogeneity (<italic>p</italic>&#x2009;=&#x2009;0.004, I<sup>2</sup> =&#x2009;82%). Consequently, a random-effect model was employed [MD&#x2009;=&#x2009;&#x2212;0.51, 95% CI (&#x2212;1.30, 0.27), (<italic>p</italic>&#x2009;=&#x2009;0.20)]. Hence, the difference between the two groups is not statistically significant (<xref ref-type="fig" rid="fig9">Figure 9</xref>).</p>
<fig position="float" id="fig9">
<label>Figure 9</label>
<caption>
<p>Forest plot of verbal fluency for meta-analysis.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g009.tif"/>
</fig>
<p>Depression: Four studies, encompassing 239 subjects, were incorporated into the depression analysis. The results reveal non-significant heterogeneity (<italic>p</italic>&#x2009;=&#x2009;0.25, I<sup>2</sup>&#x2009;=&#x2009;27%), prompting the use of a fixed effect model [MD&#x2009;=&#x2009;&#x2212;0.29, 95% CI (&#x2212;0.42, &#x2212;0.16), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01)]. Therefore, the differences between the two groups are statistically significant (<xref ref-type="fig" rid="fig10">Figure 10</xref>).</p>
<fig position="float" id="fig10">
<label>Figure 10</label>
<caption>
<p>Forest plot of depression for meta-analysis.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g010.tif"/>
</fig>
<p>Anxiety: The analysis on anxiety includes three studies, involving 194 subjects. The results demonstrate non-significant heterogeneity (<italic>p</italic>&#x2009;=&#x2009;0.14, I<sup>2</sup> =&#x2009;49%), leading to the selection of a fixed effect model [MD&#x2009;=&#x2009;0.19, 95% CI (0.06, 0.32), (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01)]. Hence, the difference between the two groups holds statistical significance (<xref ref-type="fig" rid="fig11">Figure 11</xref>).</p>
<fig position="float" id="fig11">
<label>Figure 11</label>
<caption>
<p>Forest plot of anxiety for meta-analysis.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g011.tif"/>
</fig>
</sec>
</sec>
<sec id="sec23">
<title>Grade</title>
<p>Utilize GRADEpro GDT online tools to assess the quality of evidence for the outcome indicators integrated into the study. This research comprises four outcome indicators, with one classified as low-quality, two as medium-quality, and one as high-quality (<xref ref-type="fig" rid="fig12">Figure 12</xref>).</p>
<fig position="float" id="fig12">
<label>Figure 12</label>
<caption>
<p>The quality of the evidence of outcome indicators.</p>
</caption>
<graphic xlink:href="fnins-18-1360935-g012.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec24">
<title>Discussion</title>
<p>Epidemiological studies show that the prevalence of MCI continues to increase, and with the worsening of population aging (<xref ref-type="bibr" rid="ref7">Chen et al., 2022</xref>), MCI will become a major risk factor threatening the health of the elderly. Short-term conversion rate from MCI to dementia is between 20 and 40%, but long-term in 5&#x2013;10&#x2009;years ranges from 60 to 100% (<xref ref-type="bibr" rid="ref46">Wang et al., 2022</xref>). In addition, MCI is also a common functional disorder in PD, stroke and other diseases, the main manifestations of patients with memory, attention, executive ability, speech and logical thinking (<xref ref-type="bibr" rid="ref45">Tatemichi et al., 1994</xref>; <xref ref-type="bibr" rid="ref26">Li et al., 2019</xref>), seriously affect the prognosis of patients. At present, neuromusic therapy (<xref ref-type="bibr" rid="ref15">Gali&#x0144;ska, 2015</xref>), motor therapy (<xref ref-type="bibr" rid="ref6">Cassilhas et al., 2007</xref>), computer-assisted cognitive training (<xref ref-type="bibr" rid="ref28">Maggio et al., 2023</xref>) and repetitive transcranial magnetic stimulation (<xref ref-type="bibr" rid="ref20">Kaster et al., 2018</xref>) are widely used in the treatment of cognitive impairment, and have achieved good clinical results. RASMT, in which programs follow rhythmic auditory cues (music or metronom) based on rhythmic auditory stimulation, a training method for rhythmic movements (playing percussion, playing piano, clapping, walking, etc.) of the upper, lower, and trunk, through the activation of central, peripheral to improve cognition. Therefore, this article conducted a meta-analysis of the effects of rhythmic auditory stimulation-based movement training on cognitive impairment, which suggests that RASMT can enhance the overall cognitive status, attention, memory, executive abilities, depression and anxiety in individuals with cognitive dysfunction. In addition, from the included literature, it can be seen that the RAMST program (type of exercise: play percussion instruments; time of exercise:30&#x2013;60&#x2009;min; frequency of exercise:2&#x2013;3 times/week; duration of exercise: more than 12&#x2009;weeks) was proved to be more effective in improving cognitive function.</p>
<p>After conducting a comprehensive analysis of six studies, our meta-analysis reveals a significant enhancement in overall cognitive status with RASMT in older people with cognitive impairment (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05). The selected studies primarily focused on older people with MCI (<xref ref-type="bibr" rid="ref17">Hars et al., 2014</xref>; <xref ref-type="bibr" rid="ref13">Doi et al., 2017</xref>; <xref ref-type="bibr" rid="ref4">Biasutti and Mangiacotti, 2018</xref>; <xref ref-type="bibr" rid="ref5">Biasutti and Mangiacotti, 2021</xref>; <xref ref-type="bibr" rid="ref21">Kim and Kang, 2021</xref>), and one study involved individuals with Alzheimer&#x2019;s disease experiencing mild to moderate cognitive impairment (<xref ref-type="bibr" rid="ref38">Satoh et al., 2017</xref>). Despite variations in intervention methods across studies, all incorporated rhythmic movement training accompanied by rhythmic music. In three of the studies (<xref ref-type="bibr" rid="ref17">Hars et al., 2014</xref>; <xref ref-type="bibr" rid="ref38">Satoh et al., 2017</xref>; <xref ref-type="bibr" rid="ref21">Kim and Kang, 2021</xref>), participants engaged in rhythmic movements with their upper limbs, lower limbs, and trunk, following the musical rhythm. Activities included clapping, stretching, dancing, walking, and muscle training. The intensity of the exercises gradually progressed from simple, repetitive, and slow-paced music to more complex, varied, and fast-paced music. In the other three studies (<xref ref-type="bibr" rid="ref13">Doi et al., 2017</xref>; <xref ref-type="bibr" rid="ref4">Biasutti and Mangiacotti, 2018</xref>; <xref ref-type="bibr" rid="ref5">Biasutti and Mangiacotti, 2021</xref>), a training program designed by professionals in music and neuropsychology was utilized. It involved participants following rhythmic music with body or instrument percussion. Participants in these studies stimulated various cognitive skills related to movement through the imitation, creation, and execution of rhythmic patterns, encompassing aspects such as persistence, differentiation, selective and alternating attention, short-term memory, long-term memory, as well as executive functions. The conscious motor sequence encoding and planned action exercises led to an improvement in cognitive function (<xref ref-type="bibr" rid="ref43">Street et al., 2015</xref>).</p>
<p>RASMT has significantly improved attention, memory, and execution functions in cognitive functions, and can be widely used in clinical. In terms of attention, the results of this meta-analysis showed that there was no heterogeneity in the results (<italic>p</italic>&#x2009;=&#x2009;0.8, I<sup>2</sup> =&#x2009;0%) and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, which was a significant difference. In the six included studies, attention was assessed in the same way, TMT-A, but in different forms of movement, including drum playing intervention with rhythmic cueing (<xref ref-type="bibr" rid="ref31">Park and Kim, 2021</xref>), intensive cognitive music training (<xref ref-type="bibr" rid="ref4">Biasutti and Mangiacotti, 2018</xref>), cognitive-motor dual-task training and auditory-motor synchronization training (<xref ref-type="bibr" rid="ref32">Park and Lee, 2018</xref>), musical attention control training (<xref ref-type="bibr" rid="ref19">Jones et al., 2021</xref>), physical exercise with music (<xref ref-type="bibr" rid="ref38">Satoh et al., 2017</xref>), and playing percussion instruments (<xref ref-type="bibr" rid="ref13">Doi et al., 2017</xref>). Although the forms of movement differed, they all required exact motor control and sustained attention, and subjects had to sustain their auditory attention to track the rhythmic cueing, this sustained attention caused entrainment between auditory functioning and upper extremity motor functioning, and the fast and slow music rhythms stimulated the subject&#x2019;s sustained and selective attention and activated cognitive processing. For memory, the meta-analysis included five studies covering diverse populations, including older individuals with MCI (<xref ref-type="bibr" rid="ref13">Doi et al., 2017</xref>), stroke patients with MCI (<xref ref-type="bibr" rid="ref32">Park and Lee, 2018</xref>; <xref ref-type="bibr" rid="ref16">Haire et al., 2021</xref>), Alzheimer&#x2019;s disease patients with mild to moderate cognitive impairment (<xref ref-type="bibr" rid="ref38">Satoh et al., 2017</xref>), and traumatic brain injury patients with cognitive impairment (<xref ref-type="bibr" rid="ref42">Siponkoski et al., 2020</xref>). Despite variations in study populations, the meta-analysis results showed no heterogeneity (<italic>p</italic>&#x2009;=&#x2009;0.63, I<sup>2</sup> =&#x2009;0%) and a highly significant difference (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01), indicating the efficacy of RASMT in improving memory across various clinical populations. In terms of executive function, some studies utilized near-infrared brain functional imaging techniques to measure changes in cerebral blood flow (CBF) levels following RASMT. The findings revealed a significant increase in CBF, particularly within the medial prefrontal cortex (mPFC) regions associated with task performance and decision-making processes. Executive function, primarily governed by the prefrontal cortex (PFC), showed improved connectivity with other brain regions, including the dorsolateral PFC (DLPFC) and sensorimotor areas (<xref ref-type="bibr" rid="ref37">Ries et al., 2012</xref>). In individuals with MCI, the connectivity between mPFC and other brain areas has been reported to decrease; hence, RASMT may increase CBF levels, activating frontal lobe regions involved in task performance and decision-making processes. This elevated blood flow may contribute to improved functional connectivity between prefrontal cortex regions and other relevant brain networks. Moreover, studies employing fMRI techniques found that RASMT enhances executive function performance by improving connectivity between prefrontal cortex regions and other relevant brain networks (<xref ref-type="bibr" rid="ref17">Hars et al., 2014</xref>; <xref ref-type="bibr" rid="ref41">Shimizu et al., 2018</xref>; <xref ref-type="bibr" rid="ref42">Siponkoski et al., 2020</xref>).</p>
<p>Based on our team&#x2019;s conducted meta-analysis, there is no significant heterogeneity observed in memory (I<sup>2</sup>&#x2009;=&#x2009;0%), attention (I<sup>2</sup>&#x2009;=&#x2009;0%), and executive function (I<sup>2</sup>&#x2009;=&#x2009;0%) as cognitive indicators. However, overall cognitive status shows a highly significant heterogeneous effect (I<sup>2</sup>&#x2009;=&#x2009;73%). Through subgroup analysis, it was identified that the variance in intervention duration might be the source of this heterogeneity. Acknowledging this as a potential limitation in our study, we suggest that future research concentrate on investigating the impact of intervention duration on research outcomes, aiming to attain more rigorous and precise results.</p>
<sec id="sec25">
<title>Future perspective</title>
<p>In the context of normal aging processes, cognitive impairments are prevalent among elderly individuals, posing a significant concern. Consequently, there is a pressing need for the exploration of effective methods to address cognitive impairments. While this study has demonstrated the effectiveness of RASMT in clinical rehabilitation of cognitive impairments based on the experiences of hospital staff, its applicability to family-based rehabilitation remains uncertain. Therefore, further research is warranted to investigate the effectiveness and safety of RASMT in family-based rehabilitation contexts. Moreover, this study lacks long-term observation and follow-up reports, leaving the sustained efficacy of RASMT unclear. Subsequent research efforts should focus on examining the long-term effectiveness and safety of RASMT in home rehabilitation settings.</p>
<p>Under conditions ensuring safety and efficacy, RASMT may be employed for family-based cognitive rehabilitation under the supervision of professional healthcare providers. Through regular patient evaluations and the development of personalized plans for incorporating RASMT into family-based rehabilitation, there exists the potential to enhance cognitive status and quality of life for elderly individuals, concurrently alleviating the burden on families and society at large.</p>
</sec>
<sec id="sec26">
<title>Study limitations</title>
<p>The literature reviewed in this study is exclusively in English, and publications in other languages have not been incorporated into our analysis. This limitation could potentially impact the comprehensiveness of our research findings. Additionally, notable variations exist in the forms of exercise (such as playing percussion, clapping, stretching, walking, etc.) and the duration of exercise involved in the research interventions. These differences in intervention methods may also introduce additional variables that could influence our research outcomes.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec27">
<title>Conclusion</title>
<p>This study suggests that RASMT can enhance the overall cognitive status, attention, memory, and executive abilities in individuals with cognitive dysfunction. Given the relative limitation in the sample size included in this study, future research should focus on expanding the sample size and employing a more rigorous study design to attain robust evidence regarding the effectiveness of RASMT in improving cognitive function.</p>
</sec>
<sec sec-type="author-contributions" id="sec28">
<title>Author contributions</title>
<p>YNW: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. XNW: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. YC: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. NX: Writing &#x2013; review &#x0026; editing, Writing &#x2013; originaldraft. JHZ: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. XH: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. JPL: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. PL: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. JYC: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. JHW: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft. XYS: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec29">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was supported by Major State Basic Research Development Program (No. 2020YFC2006904).</p>
</sec>
<sec sec-type="COI-statement" id="sec30">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted without any commercial or financial relationships that could be perceived as a potential conflict of interest.</p>
</sec>
<sec id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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