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<journal-id journal-id-type="publisher-id">Front. Neurol.</journal-id>
<journal-title>Frontiers in Neurology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurol.</abbrev-journal-title>
<issn pub-type="epub">1664-2295</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fneur.2025.1643957</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neurology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of different physical activity interventions on executive function in older adults with dementia: a systematic review and network meta-analysis</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes"><name><surname>Zhu</surname> <given-names>Ying</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" corresp="yes" equal-contrib="yes"><name><surname>Li</surname> <given-names>Shuang</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref><xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes"><name><surname>Xiao</surname> <given-names>Zixian</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author"><name><surname>Wang</surname> <given-names>Hongyu</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Zhang</surname> <given-names>Xiaolin</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author"><name><surname>Huang</surname> <given-names>Qianqian</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author"><name><surname>Yin</surname> <given-names>Rui</given-names></name>
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<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes"><name><surname>Guo</surname> <given-names>Kelei</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="corresp" rid="c003"><sup>&#x002A;</sup></xref>
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<contrib contrib-type="author"><name><surname>Li</surname> <given-names>Dong</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>School of Physical Education and Health, Guangxi Normal University</institution>, <addr-line>Guilin</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>School of Physical Education and Health, Zhaoqing University</institution>, <addr-line>Zhaoqing</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/608021/overview">Yasuhisa Ano</ext-link>, Japan Agency for Medical Research and Development (AMED), Japan</p>
</fn>
<fn fn-type="edited-by" id="fn0003">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2707669/overview">Jes&#x00FA;s Gonz&#x00E1;lez-Moreno</ext-link>, Universitat de Val&#x00E8;ncia, Spain</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3131323/overview">Leani Pereira</ext-link>, Faculdade de Ci&#x00EA;ncias M&#x00E9;dicas de Minas Gerais, Brazil</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Shuang Li, <email>ls19990321@163.com</email></corresp>
<corresp id="c002">Xiaolin Zhang, <email>why158908@163.com</email></corresp>
<corresp id="c003">Kelei Guo, <email>guokelei20040328@163.com</email></corresp>
<corresp id="c004">Dong Li, <email>lidong58999@163.com</email></corresp>
<fn fn-type="equal" id="fn0001"><p><sup>&#x2020;</sup>These authors share first authorship</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="ecorrected">
<day>08</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1643957</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Zhu, Li, Xiao, Wang, Zhang, Huang, Yin, Guo and Li.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Zhu, Li, Xiao, Wang, Zhang, Huang, Yin, Guo and Li</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>The executive function impairments in older adults with dementia have profound effects on their daily lives, families, and society. Physical activity has gained recognition as a complementary treatment for enhancing executive function in elderly individuals with dementia. Numerous studies have explored the correlation between physical activity and the enhancement of executive functions in dementia. Nevertheless, there remains a lack of comprehensive, systematic evidence that addresses crucial issues in identifying the most effective physical activity interventions. The primary objective of this study is to evaluate and rank different physical activity intervention strategies, offering valuable therapeutic guidance for improving executive function in older adults with dementia.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>We conducted a systematic search across four databases&#x2014;PubMed, the Cochrane Library, Embase, and Web of Science&#x2014;to locate randomized controlled trials (RCTs) evaluating the effect of physical activity interventions on executive function in individuals diagnosed with dementia. The search covered the period from January 2000 to May 2025. Two independent researchers performed the literature screening, data extraction, and quality assessment. A network meta-analysis was conducted using Stata 15.1.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>A total of 24 studies were included in the analysis. The results indicated that resistance exercise ranked first in enhancing executive function among older adults with dementia, with the highest Surface Under the Cumulative Ranking Curve (SUCRA) (89.2%) and PrBest (59.9%) values. This was followed by mind&#x2013;body exercises, with SUCRA (71.4%) and PrBest (18.9%), and aerobic exercise ranked third with SUCRA (60.0%) and PrBest (4.2%).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Our findings suggest that both resistance exercise and mind&#x2013;body exercise are likely more effective in enhancing executive function in older adults with dementia. Future studies should aim to design personalized physical activity programs that consider genetic factors, phenotypic characteristics, and cognitive baselines. Observing the long-term therapeutic effect and investigating the Intervention Mechanism, such as the regulation of brain-derived neurotrophic factor and the connectivity of the prefrontal cortex, to further optimize strategies for enhancing executive function in older adults with dementia.</p>
</sec>
<sec id="sec5">
<title>Systematic review registration</title>
<p><uri xlink:href="https://www.crd.york.ac.uk/prospero/">https://www.crd.york.ac.uk/prospero/</uri>, identifier CRD420251040158.</p>
</sec>
</abstract>
<kwd-group>
<kwd>older adults</kwd>
<kwd>dementia</kwd>
<kwd>executive function</kwd>
<kwd>physical activity</kwd>
<kwd>network meta-analysis</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="72"/>
<page-count count="17"/>
<word-count count="10560"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Dementia and Neurodegenerative Diseases</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec6">
<label>1</label>
<title>Introduction</title>
<p>Dementia is a clinical condition characterized by a gradual deterioration in cognitive functions such as memory, language, and executive function, with Alzheimer&#x2019;s disease being the most common neurodegenerative form (<xref ref-type="bibr" rid="ref1">1</xref>). According to the global disease burden study published in The Lancet, the number of dementia patients worldwide is increasing exponentially, with projections indicating an increase from 57.4 million cases in 2019 to 152.8 million by 2050 (<xref ref-type="bibr" rid="ref2">2</xref>). More concerning is the 38% increase in mortality rates among older adults over the past decade (<xref ref-type="bibr" rid="ref3">3</xref>), a trend expected to persist. Dementia has emerged as one of the primary causes of death among older adults (<xref ref-type="bibr" rid="ref4">4</xref>, <xref ref-type="bibr" rid="ref5">5</xref>), placing significant strain on individuals, families, and healthcare infrastructures.</p>
<p>Executive function, a fundamental cognitive process primarily governed by the prefrontal cortex, is essential for managing behavioral control as individuals age (<xref ref-type="bibr" rid="ref6">6</xref>). Through key modules such as planning, decision-making, short-term memory management, impulse control, and cognitive flexibility, executive function supports the adaptive responses of older adults to environmental changes (<xref ref-type="bibr" rid="ref7">7</xref>). Neuroimaging studies indicate that the functional connectivity of the dorsolateral prefrontal cortex and anterior cingulate gyrus declines with age (<xref ref-type="bibr" rid="ref6">6</xref>, <xref ref-type="bibr" rid="ref8">8</xref>), reducing attention allocation, task sequencing, and cortico-basal ganglia circuit coordination (<xref ref-type="bibr" rid="ref9">9</xref>). In daily life, the decline in executive function significantly affects the quality of life of older adults, directly influencing their ability to plan, make decisions, and manage emotions, thereby determining their adaptability and task performance in social and work environments (<xref ref-type="bibr" rid="ref10">10</xref>, <xref ref-type="bibr" rid="ref11">11</xref>). Furthermore, deficits in executive function are strongly linked to critical functional outcomes in dementia. Specifically, EF impairments predict difficulties in performing instrumental activities of daily living (IADLs) such as managing finances and medications, as well as basic activities of daily living (ADLs) like dressing and bathing. They are also associated with an increased risk of falls, poorer adherence to treatment plans, and impaired decision-making capacity, which collectively contribute to increased caregiver burden and reduced quality of life for both patients and their families. Therefore, targeting executive function through physical activity may yield broad benefits that extend beyond cognitive test scores to encompass these vital aspects of everyday functioning and well-being. When executive function is impaired, older adults may experience slow decision-making, distractibility, and difficulty managing complex tasks (<xref ref-type="bibr" rid="ref12">12</xref>, <xref ref-type="bibr" rid="ref13">13</xref>), further compromising their independence and quality of life.</p>
<p>Treatment approaches for executive dysfunction in older adults with dementia primarily include pharmacological and non-pharmacological interventions, both of which exhibit clear limitations in mechanism and efficacy. Pharmacologically, cholinesterase inhibitors (e.g., donepezil) improve prefrontal information integration by inhibiting acetylcholine breakdown (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>), while NMDA receptor antagonists (e.g., memantine) mitigate neuronal damage via modulation of glutamate excitotoxicity (<xref ref-type="bibr" rid="ref16">16</xref>). However, these treatments are constrained by significant individual variation in response, influenced by genetics, blood&#x2013;brain barrier function, and disease stage (<xref ref-type="bibr" rid="ref17">17</xref>). Moreover, existing drugs only alleviate symptoms without halting neurodegeneration, and long-term use may cause adverse effects such as gastrointestinal discomfort and cardiovascular issues, challenging adherence and safety (<xref ref-type="bibr" rid="ref18">18</xref>). Non-pharmacologically, cognitive training and behavioral therapy foster functional compensation through sustained cognitive stimulation (<xref ref-type="bibr" rid="ref19">19</xref>, <xref ref-type="bibr" rid="ref20">20</xref>). Yet, observable benefits generally require prolonged regular participation (<xref ref-type="bibr" rid="ref21">21</xref>). For patients with moderate to severe impairment, gains in complex executive functions are often limited, and outcomes are moderated by baseline cognition, motivation, and social support, restricting broader applicability (<xref ref-type="bibr" rid="ref22">22</xref>). In contrast, physical activity enhances core executive functions such as attention and planning by promoting neurogenesis, improving cerebral blood flow, and boosting overall health. It represents a safe and sustainable intervention that can delay decline and improve daily functioning across all disease stages (<xref ref-type="bibr" rid="ref23">23</xref>).</p>
<p>Physical activity, as a non-pharmacological intervention, demonstrates significant potential for improving executive function in older adults with dementia. Empirical studies indicate that aerobic exercise, tai chi, and cycling can not only alleviate dementia symptoms but also effectively enhance executive abilities (<xref ref-type="bibr" rid="ref24 ref25 ref26 ref27">24&#x2013;27</xref>). Mechanisms such as modulating neurochemical levels, increasing cerebral blood flow, improving sleep quality, and strengthening psychological resilience contribute to improvements in attention, planning, and problem-solving (<xref ref-type="bibr" rid="ref28">28</xref>, <xref ref-type="bibr" rid="ref29">29</xref>). Compared to pharmacological treatments, physical activity is associated with fewer side effects, greater cost-effectiveness, and better adherence, enhancing its relevance in modern healthcare. Tailoring exercise type and intensity to individual health status and preferences can further optimize outcomes (<xref ref-type="bibr" rid="ref30">30</xref>). Such interventions can be applied either independently or in combination with drugs and psychotherapy to improve overall efficacy. In summary, physical activity offers a safe, effective, and practicable non-pharmacological strategy, particularly valuable for medication-averse patients or those emphasizing quality of life (<xref ref-type="bibr" rid="ref31">31</xref>).</p>
<p>Prior meta-analyses have explored the relationship between physical activity and executive function in individuals with dementia (<xref ref-type="bibr" rid="ref32">32</xref>). However, a gap remains in directly comparing and ranking the efficacy of different physical activity interventions for improving executive function, specifically in individuals with clinically diagnosed dementia. This gap is particularly pronounced and clinically significant in low- and middle-income countries (LMICs)&#x2014;regions experiencing an alarming doubling of dementia incidence every 5 years (<xref ref-type="bibr" rid="ref33">33</xref>), yet where high-quality, context-specific research evidence for non-pharmacological interventions remains scarce. This is especially critical for resource-limited settings that urgently require cost-effective non-pharmacological strategies. To address this gap, this study conducted a systematic review and network meta-analysis focused specifically on comparing different types of physical activity interventions targeting executive function in this population. To our knowledge, this is the first NMA focused specifically on types of physical activity targeting executive function in clinically diagnosed dementia. The dual objectives were to evaluate the comparative effectiveness of these interventions and to establish a ranked hierarchy of treatments for this specific clinical context. This research provides evidence-based guidance for clinicians to optimize exercise prescription programs aimed at enhancing executive function in older adults with dementia.</p>
</sec>
<sec sec-type="methods" id="sec7">
<label>2</label>
<title>Methods</title>
<sec id="sec8">
<label>2.1</label>
<title>Protocol and registration</title>
<p>This study followed the 2020 guidelines of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA), ensuring compliance with standards related to literature selection, data management, statistical analysis, and reporting of findings. Additionally, the study has been registered in the PROSPERO database (CRD 420251040158).</p>
</sec>
<sec id="sec9">
<label>2.2</label>
<title>Data sources and search strategy</title>
<p>A thorough literature search was performed to examine the link between physical activity and executive function in dementia, utilizing four electronic databases: PubMed, Cochrane Library, Embase, and Web of Science. The search period covered data from January 1, 2000, to May 4, 2025, for each database. Based on the PICOS (Population, Intervention, Comparison, Outcome, Study Design) framework, the search terms included &#x201C;Physical Activity&#x201D; or &#x201C;Activities, Physical&#x201D; or &#x201C;Aerobic activity&#x201D; or &#x201C;Recreation activities&#x201D; or &#x201C;Free-time activities&#x201D; or &#x201C;Leisure-time physical activity&#x201D; or &#x201C;Dementia&#x201D; or &#x201C;Neurocognitive Disorders&#x201D; or &#x201C;Senile Dementia&#x201D; or &#x201C;Alzheimer&#x2019;s Disease&#x201D; or &#x201C;Vascular Dementia&#x201D; or &#x201C;Lewy Body Dementia&#x201D; or &#x201C;Older Adults&#x201D; or &#x201C;Aged&#x201D; or &#x201C;aging population&#x201D; or &#x201C;elderly&#x201D; or &#x201C;executive function&#x201D; or &#x201C;cognitive flexibility&#x201D; or &#x201C;Randomized controlled trial&#x201D; or &#x201C;randomized&#x201D; For detailed search strategies, please consult <xref ref-type="supplementary-material" rid="SM1">Appendices B, B1</xref>.</p>
</sec>
<sec id="sec10">
<label>2.3</label>
<title>Study selection</title>
<p>Following the implementation of the search strategy outlined above, authors YZ and SL independently carried out the initial literature screening. This preliminary step involved examining the titles and abstracts of the retrieved articles to identify studies that could be potentially relevant. Full-text assessments were then performed on the articles deemed to be more pertinent. Studies meeting the predefined inclusion criteria were ultimately selected for statistical analysis. In instances where discrepancies arose, the research team engaged in discussions to resolve any disagreements and reach a consensus.</p>
</sec>
<sec id="sec11">
<label>2.4</label>
<title>Inclusion and exclusion criteria</title>
<p>This systematic review, guided by the PICOS framework, defined specific criteria for the selection, inclusion, and exclusion of studies.</p>
<p>The criteria for including literature were as follows:</p>
<list list-type="order">
<list-item>
<p>The study population consisted of older adults with a confirmed diagnosis of dementia, aged &#x2265; 50&#x202F;years.</p>
</list-item>
<list-item>
<p>Interventions involved different forms of exercise or physical activity.</p>
</list-item>
<list-item>
<p>The research provided data on executive function outcomes in dementia patients before and after the intervention.</p>
</list-item>
<list-item>
<p>Only RCTs were considered eligible for inclusion.</p>
</list-item>
<list-item>
<p>Original data were provided.</p>
</list-item>
<list-item>
<p>These studies were published as full-text articles in English.</p>
</list-item>
</list>
<p>The exclusion criteria for the studies were as follows:</p>
<list list-type="order">
<list-item>
<p>The study population consisted of older adults (aged &#x2265; 50&#x202F;years) with a confirmed diagnosis of dementia, including but not limited to Alzheimer&#x2019;s disease, vascular dementia, or mixed dementia. The diagnosis must have been made using established clinical criteria (e.g., DSM-IV, DSM-5, NINCDS-ADRDA, NIA-AA) or standardized assessment tools.</p>
</list-item>
<list-item>
<p>The intervention did not involve any form of physical activity.</p>
</list-item>
<list-item>
<p>No outcomes related to executive function were reported.</p>
</list-item>
<list-item>
<p>Study types included ineligible categories such as qualitative research, reviews, theses, and conference proceedings.</p>
</list-item>
<list-item>
<p>Non-interventional study designs, such as cross-sectional studies, case&#x2013;control studies, and cohort studies, were excluded.</p>
</list-item>
<list-item>
<p>Articles not published in English full-text, studies with unavailable full texts, or incomplete data.</p>
</list-item>
<list-item>
<p>Confounding factors were excluded; patients with the following comorbidities might interfere with the assessment of executive function, such as severe somatic diseases (e.g., end-stage heart failure, advanced cancer), acute episodes of psychiatric disorders (e.g., major depressive episode, uncontrolled schizophrenia), and other neurological diseases (e.g., multiple sclerosis, post-stroke executive function impairments not analyzed separately). Furthermore, studies that exclusively enrolled populations with Mild Cognitive Impairment (MCI).</p>
</list-item>
<list-item>
<p>Published in a language other than English.</p>
</list-item>
</list>
</sec>
<sec id="sec12">
<label>2.5</label>
<title>Data extraction</title>
<p>The data extraction process was independently carried out by two researchers (YZ and XLZ). Any discrepancies encountered during this process were resolved through group discussion. The following information was extracted from each study:</p>
<list list-type="order">
<list-item>
<p>Initial extraction: Data information was independently extracted by two researchers to ensure objective collection of information.</p>
</list-item>
<list-item>
<p>Discrepancy resolution: Any discrepancies in the extracted data were resolved through group discussions until consensus was achieved.</p>
</list-item>
<list-item>
<p>Information categorization: The following four categories of data were systematically extracted from each study:</p>
</list-item>
</list>
<p><italic>Basic study information</italic>: First author, publication year, and country/region where the study was conducted;</p>
<p><italic>Participant characteristics</italic>: Age, total sample size, and group allocation;</p>
<p><italic>Intervention details</italic>: Type of intervention, duration of intervention, weekly frequency, and total number of sessions; and</p>
<p><italic>Outcome measures</italic>: Primary or secondary outcomes directly related to executive function in older adults with dementia and their corresponding measurement tools.</p>
<list list-type="order">
<list-item>
<p>Special data handling principles: For numerical information presented graphically but ambiguously described in text, Engauge Digitizer 12.1 software was used for digital extraction.</p>
</list-item>
</list>
<p>When a study reported multiple follow-up time points, preference was given to data assessed immediately after the intervention ended. In the absence of standard deviation (SD), SD values were estimated using the recommended formula from the Cochrane Handbook, utilizing the 95% confidence interval of the group means. To ensure that effect sizes from different outcome measures were conceptually aligned before pooling, we harmonized the direction of effects. A positive standardized mean difference (SMD) was defined to consistently represent an improvement in executive function. For outcome measures where a decrease in score indicates improvement (e.g., Trail Making Test Part B [TMT-B] completion time, Stroop test interference time), the mean difference was multiplied by-1. For measures where an increase in score indicates improvement (e.g., Digit Span), the original values were retained.</p>
</sec>
<sec id="sec13">
<label>2.6</label>
<title>Quality assessment</title>
<p>We utilized the Cochrane Risk of Bias Assessment Tool (RoB2) to evaluate the quality of the studies based on five criteria: (1) the randomization process; (2) deviations from the intended interventions; (3) missing outcome data; (4) measurement of outcomes; and (5) selection of reported results. Based on these criteria, we determined the overall risk of bias for each study, categorizing them as having low risk, high risk, or some concerns.</p>
</sec>
<sec id="sec14">
<label>2.7</label>
<title>Statistical analysis</title>
<p>For continuous outcomes, we calculated the SMD and its corresponding 95% confidence intervals (CIs). To assess statistical heterogeneity, we employed the <italic>p</italic>-value from the Chi-square test and evaluated the I<sup>2</sup> statistic, where an I<sup>2</sup> value exceeding 50% typically indicates moderate heterogeneity, and values above 75% suggest high heterogeneity. Considering the diversity of scales used in the analysis, we applied a random-effects model to estimate overall differences, ensuring consistency and enhancing comparability. To address scale heterogeneity across studies (e.g., divergent measurement tools and intervention protocols), we implemented a random-effects model with inverse variance weighting, explicitly accounting for between-study variability through &#x03C4;<sup>2</sup> estimation. This conservative approach preserved methodological parsimony while enhancing comparative consistency. In accordance with PRISMA-NMA specifications, a frequentist framework was prioritized over Bayesian alternatives to optimize interpretability and avoid computational complexities associated with Markov chain Monte Carlo convergence. The analytical workflow encompassed three core components: network configuration using Stata 15.1&#x2019;s &#x2018;network&#x2019; package generated evidence diagrams where node diameters scaled with study sample sizes and connecting line thickness reflected trial counts per comparison; effect size synthesis via maximum likelihood estimation in multivariate meta-regression for integrating direct&#x2013;indirect evidence; and consistency validation through node-splitting tests quantifying disagreement between direct and indirect comparisons (with <italic>p</italic> &#x003E;&#x202F;0.05 indicating statistical consistency).</p>
<p>Network meta-analysis was performed using a frequentist approach. To prepare the data, we employed the network package, which enabled us to generate evidence network plots. In these plots, each node represents a specific intervention, with the size of the node corresponding to the sample size of the related studies. Direct comparisons between interventions are represented by lines connecting the nodes, where the thickness of the lines reflects the number of studies included in each comparison; thicker lines indicate a larger number of studies. To assess the effectiveness of different interventions, we calculated the SUCRA and presented the results in a probability ranking table. SUCRA values, expressed as percentages, reflect the effectiveness of interventions, with higher percentages indicating more effective treatments. To evaluate potential publication bias, we constructed funnel plots and adjusted for the potential impact of publication bias on the results.</p>
</sec>
</sec>
<sec sec-type="results" id="sec15">
<label>3</label>
<title>Results</title>
<sec id="sec16">
<label>3.1</label>
<title>Trial selection</title>
<p>To ensure the reliability of the literature search and screening process, two researchers (YZ and SL) independently reviewed the titles, abstracts, and full texts following the literature search. Cohen&#x2019;s kappa coefficient was calculated to assess the inter-rater reliability for both stages of the screening: the title and abstract screening phase and the full-text screening phase, as well as the full-text screening phase. The consistency between the reviewers was categorized into three levels: moderate (0.40&#x2013;0.59), good (0.60&#x2013;0.74), and excellent (&#x003E;0.75).</p>
<p>In the initial search, a thorough search was performed across four electronic databases covering the period from January 1, 2000, to May 4, 2025, resulting in the identification of 2,253 articles. After removing duplicates (<italic>n</italic> =&#x202F;543), 1,710 articles remained for further evaluation. Through title and abstract screening, 1,551 articles were excluded, leaving 159 articles for full-text review. At this point, the inter-rater reliability between the two evaluators was deemed &#x201C;good&#x201D; (Cohen&#x2019;s kappa&#x202F;=&#x202F;0.73). Following the full-text review, 139 articles were further excluded: 39 did not report results, 39 had inconsistent experimental designs, 21 were unavailable in full text, and 40 lacked usable data. Consequently, 24 studies were included in the preliminary search (<xref ref-type="fig" rid="fig1">Figure 1</xref>). At this phase, the inter-rater reliability between the two evaluators was classified as &#x201C;excellent&#x201D; (Cohen&#x2019;s kappa&#x202F;=&#x202F;0.84).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>A summary of the evidence searches and selection process.</p>
</caption>
<graphic xlink:href="fneur-16-1643957-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart of study identification and selection process. From database searches, 2,253 records were identified. After removing 543 duplicates and excluding 1,551 based on title and abstract, 159 full-text articles were evaluated. Twenty were assessed for eligibility, resulting in 20 studies included. New methods identified 7 reports, with 6 assessed, leading to 4 new studies included. Reports were excluded for lacking outcome data, design inconsistency, or unavailability of full text.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec17">
<label>3.2</label>
<title>Trial characteristics</title>
<p>The included studies encompassed participants with various types of dementia, primarily Alzheimer&#x2019;s disease. The diagnosis and severity assessment were based on recognized criteria and tools, such as the Mini-Mental State Examination (MMSE), Clinical Dementia Rating (CDR), and others, as detailed in <xref ref-type="table" rid="tab1">Table 1</xref>. Summarizes the characteristics of the studies included in the analysis. All studies were published between 2001 and 2025. The Netherlands had the largest number of publications, contributing five articles. The sample size of the intervention groups ranged from 14 to 116 participants, with a total of 1,202 individuals diagnosed with dementia. In the control groups, sample sizes ranged from 10 to 118 participants, comprising a total of 953 individuals with dementia. The average age of participants in both the experimental and control groups exceeded 70&#x202F;years.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Summary table of included reviews.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">NO.</th>
<th align="left" valign="top" rowspan="2">Study</th>
<th align="left" valign="top" rowspan="2">Country</th>
<th align="center" valign="top" rowspan="2">N (IG; CG)</th>
<th align="center" valign="top" rowspan="2">Age (IG; CG)</th>
<th align="center" valign="top" colspan="3">Intervention (IG)</th>
<th align="center" valign="top" colspan="3">Intervention (CG)</th>
<th align="left" valign="top" rowspan="2">Population</th>
<th align="left" valign="top" rowspan="2">Outcomes</th>
</tr>
<tr>
<th align="left" valign="top">Intervention content</th>
<th align="center" valign="top">Intervention time, frequency, period</th>
<th align="left" valign="top">Type</th>
<th align="left" valign="top">Intervention content</th>
<th align="center" valign="top">Intervention time, frequency, period</th>
<th align="left" valign="top">Type</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">1</td>
<td align="left" valign="middle">L. M. J. Sanders et al., 2020 (<xref ref-type="bibr" rid="ref51">51</xref>)</td>
<td align="left" valign="middle">Netherlands</td>
<td align="center" valign="middle">39; 30</td>
<td align="center" valign="middle">81.7 (7.16); 82.1 (7.51)</td>
<td align="left" valign="middle">Walking sessions and Lower limb strength exercises</td>
<td align="center" valign="middle">30&#x202F;min each time, 3 times a week, 24&#x202F;weeks.</td>
<td align="left" valign="middle">Resistance exercise</td>
<td align="left" valign="middle">Flexibility exercises and recreational activities</td>
<td align="center" valign="middle">30&#x202F;min each time, 3 times a week, 24&#x202F;weeks.</td>
<td align="left" valign="middle">Stretching exercise</td>
<td align="left" valign="middle">Older persons with mild&#x2013;moderate dementia</td>
<td align="left" valign="middle">MMSE</td>
</tr>
<tr>
<td align="left" valign="middle">2</td>
<td align="left" valign="middle">Marinda Henskensa et al., 2018 (<xref ref-type="bibr" rid="ref46">46</xref>)</td>
<td align="left" valign="middle">Netherlands</td>
<td align="center" valign="middle">22; 22</td>
<td align="center" valign="middle">85.14&#x202F;&#x00B1;&#x202F;4.64; 84.73&#x202F;&#x00B1;&#x202F;4.55</td>
<td align="left" valign="middle">Alternating strength exercise (chest press)and aerobic exercise (outdoor walking)</td>
<td align="center" valign="middle">30&#x2013;45&#x202F;min each time, 3 times a week, 6&#x202F;month.</td>
<td align="left" valign="middle">Multi-mode motion</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">30&#x202F;min each time, 3 times a week, 6&#x202F;month</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">Residents with moderate to severe dementia</td>
<td align="left" valign="middle">MMSE</td>
</tr>
<tr>
<td align="left" valign="middle">3</td>
<td align="left" valign="middle">Cynthia Arcoverde et al., 2014 (<xref ref-type="bibr" rid="ref36">36</xref>)</td>
<td align="left" valign="middle">Brazil</td>
<td align="center" valign="middle">20; 10</td>
<td align="center" valign="middle">78.5 (64&#x2013;81.2); 79 (74.7&#x2013;82.2)</td>
<td align="left" valign="middle">Treadmill walking</td>
<td align="center" valign="middle">30&#x202F;min each time, 2 times a week, 4&#x202F;month.</td>
<td align="left" valign="middle">Aerobic exercise</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">4&#x202F;month</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">Mild Alzheimer&#x2019;s disease patients</td>
<td align="left" valign="middle">CDT</td>
</tr>
<tr>
<td align="left" valign="middle">4</td>
<td align="left" valign="middle">Nicole Dawson et al., 2019 (<xref ref-type="bibr" rid="ref53">53</xref>)</td>
<td align="left" valign="middle">USA</td>
<td align="center" valign="middle">13; 10</td>
<td align="center" valign="middle">73.8 (8.5); 74.0 (10.4)</td>
<td align="left" valign="middle">Strength and balance exercises.</td>
<td align="center" valign="middle">2 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="middle">Resistance exercise</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">12&#x202F;weeks</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">Individuals with mild&#x2013;moderate dementia</td>
<td align="left" valign="middle">TMT-B</td>
</tr>
<tr>
<td align="left" valign="middle">5</td>
<td align="left" valign="middle">Lievyn Enette et al., 2020 (<xref ref-type="bibr" rid="ref25">25</xref>)</td>
<td align="left" valign="middle">France</td>
<td align="center" valign="middle">14; 21</td>
<td align="center" valign="middle">74 (68&#x2013;83); 79 (75&#x2013;84)</td>
<td align="left" valign="middle">Constant aerobic cycling</td>
<td align="center" valign="middle">30&#x202F;min each time, 2 times a week, 9&#x202F;weeks.</td>
<td align="left" valign="middle">Aerobic exercise</td>
<td align="left" valign="middle">Health communication course</td>
<td align="center" valign="middle">30&#x202F;min each time, 1 times a week, 9&#x202F;weeks.</td>
<td align="left" valign="middle">Psychotherapy</td>
<td align="left" valign="middle">Alzheimer&#x2019;s disease patients</td>
<td align="left" valign="middle">MMSE</td>
</tr>
<tr>
<td align="left" valign="middle">5</td>
<td align="left" valign="middle">Lievyn Enette et al., 2020 (<xref ref-type="bibr" rid="ref37">37</xref>)</td>
<td align="left" valign="middle">France</td>
<td align="center" valign="middle">17; 21</td>
<td align="center" valign="middle">79 (75&#x2013;82); 79 (75&#x2013;84)</td>
<td align="left" valign="middle">Intermittent aerobic cycling</td>
<td align="center" valign="middle">30&#x202F;min each time, 2 times a week, 9&#x202F;weeks.</td>
<td align="left" valign="middle">Aerobic exercise</td>
<td align="left" valign="middle">Health communication course</td>
<td align="center" valign="middle">30&#x202F;min each time, 1 times a week, 9&#x202F;weeks.</td>
<td align="left" valign="middle">Psychotherapy</td>
<td align="left" valign="middle">mild&#x2013;moderate Alzheimer&#x2019;s disease patients</td>
<td align="left" valign="middle">MMSE</td>
</tr>
<tr>
<td align="left" valign="middle">6</td>
<td align="left" valign="middle">Cristina Fonte et al., 2019 (<xref ref-type="bibr" rid="ref27">27</xref>)</td>
<td align="left" valign="middle">Italy</td>
<td align="center" valign="middle">20; 21</td>
<td align="center" valign="middle">79&#x202F;&#x00B1;&#x202F;9;80&#x202F;&#x00B1;&#x202F;7</td>
<td align="left" valign="middle">Physical Treatment: moderate intensity endurance (cycling, walking) and resistance (chest-press) training</td>
<td align="center" valign="middle">90&#x202F;min each time, 3 times a week, 6&#x202F;month.</td>
<td align="left" valign="middle">Multi-mode motion</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">24&#x202F;weeks</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">Alzheimer&#x2019;s disease patients</td>
<td align="left" valign="middle">ADAS-Cog</td>
</tr>
<tr>
<td align="left" valign="middle">7</td>
<td align="left" valign="middle">Kristine Hoffmann et al., 2016 (<xref ref-type="bibr" rid="ref38">38</xref>)</td>
<td align="left" valign="middle">Denmark</td>
<td align="center" valign="middle">107; 93</td>
<td align="center" valign="middle">69.8&#x202F;&#x00B1;&#x202F;7.4; 71.3&#x202F;&#x00B1;&#x202F;7.3</td>
<td align="left" valign="middle">moderate-to high intensity aerobic exercise (on an ergometer bicycle, cross trainer, and treadmill)</td>
<td align="center" valign="middle">60&#x202F;min each time, 3 times a week, 16&#x202F;weeks.</td>
<td align="left" valign="middle">Aerobic exercise</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">16&#x202F;weeks</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">patients with mild&#x2013;moderate Alzheimer&#x2019;s disease</td>
<td align="left" valign="middle">Stroop</td>
</tr>
<tr>
<td align="left" valign="middle">8</td>
<td align="left" valign="middle">Vjera A. Holthoff et al., 2015 (<xref ref-type="bibr" rid="ref54">54</xref>)</td>
<td align="left" valign="middle">Germany</td>
<td align="center" valign="middle">15; 15</td>
<td align="center" valign="middle">72.4&#x202F;&#x00B1;&#x202F;4.3; 70.67&#x202F;&#x00B1;&#x202F;5.41</td>
<td align="left" valign="middle">Resistance exercise</td>
<td align="center" valign="middle">60&#x202F;min each time, 3 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="middle">Resistance exercise</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">12&#x202F;weeks</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">Patients with Alzheimer&#x2019;s disease</td>
<td align="left" valign="middle">MMSE</td>
</tr>
<tr>
<td align="left" valign="middle">9</td>
<td align="left" valign="middle">Nayan Huang et al., 2019 (<xref ref-type="bibr" rid="ref26">26</xref>)</td>
<td align="left" valign="middle">China</td>
<td align="center" valign="middle">40; 40</td>
<td align="center" valign="middle">81.9&#x202F;&#x00B1;&#x202F;6.0; 81.9&#x202F;&#x00B1;&#x202F;6.1</td>
<td align="left" valign="middle">Tai Chi</td>
<td align="center" valign="middle">3 times a week, 10&#x202F;month.</td>
<td align="left" valign="middle">Mind&#x2013;body exercise</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">10&#x202F;month</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">Older persons with mild dementia</td>
<td align="left" valign="middle">MMSE</td>
</tr>
<tr>
<td align="left" valign="middle">10</td>
<td align="left" valign="middle">Esther G. A. Karssemeijer et al., 2019 (<xref ref-type="bibr" rid="ref39">39</xref>)</td>
<td align="left" valign="middle">Netherlands</td>
<td align="center" valign="middle">38; 39</td>
<td align="center" valign="middle">79.0 (6.9); 79.8 (6.5)</td>
<td align="left" valign="middle">The exergame training consisted of a combined cognitive&#x2013;aerobic bicycle training</td>
<td align="center" valign="middle">30&#x2013;50&#x202F;min each time, 3 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="middle">Sensory-motor training</td>
<td align="left" valign="middle">Relaxation and flexibility exercises</td>
<td align="center" valign="middle">30&#x202F;min each time, 3 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="middle">Stretching exercise</td>
<td align="left" valign="middle">People with dementia</td>
<td align="left" valign="middle">MMSE</td>
</tr>
<tr>
<td align="left" valign="middle">10</td>
<td align="left" valign="middle">Esther G. A. Karssemeijer et al., 2019 (<xref ref-type="bibr" rid="ref39">39</xref>)</td>
<td align="left" valign="middle">Netherlands</td>
<td align="center" valign="middle">38; 39</td>
<td align="center" valign="middle">80.9 (6.1); 79.8 (6.5)</td>
<td align="left" valign="middle">Aerobic bikes</td>
<td align="center" valign="middle">30&#x2013;50&#x202F;min each time, 3 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="middle">Aerobic exercise</td>
<td align="left" valign="middle">Relaxation and flexibility exercises</td>
<td align="center" valign="middle">30&#x202F;min each time, 3 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="middle">Stretching exercise</td>
<td align="left" valign="middle">People with dementia</td>
<td align="left" valign="middle">MMSE</td>
</tr>
<tr>
<td align="left" valign="middle">11</td>
<td align="left" valign="middle">Jill K. Morris et al., 2017 (<xref ref-type="bibr" rid="ref40">40</xref>)</td>
<td align="left" valign="middle">Australia</td>
<td align="center" valign="middle">39; 38</td>
<td align="center" valign="middle">74.4 (6.7); 71.4 (8.4)</td>
<td align="left" valign="middle">Moderate intensity aerobic exercise</td>
<td align="center" valign="middle">150&#x202F;min each time, 3&#x2013;5 times a week,26&#x202F;weeks.</td>
<td align="left" valign="middle">Aerobic exercise</td>
<td align="left" valign="middle">Core strengthening, resistance bands, modified tai chi, modified yoga</td>
<td align="center" valign="middle">150&#x202F;min each time, 3&#x2013;5 times a week,26&#x202F;weeks.</td>
<td align="left" valign="middle">Mind&#x2013;body exercise</td>
<td align="left" valign="middle">Mild&#x2013;moderate Alzheimer&#x2019;s disease patients</td>
<td align="left" valign="middle">CSD</td>
</tr>
<tr>
<td align="left" valign="middle">12</td>
<td align="left" valign="middle">Hannareeta Ohman et al., 2016 (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
<td align="left" valign="middle">Finland</td>
<td align="center" valign="middle">70; 70</td>
<td align="center" valign="middle">77.7&#x202F;&#x00B1;&#x202F;5.4; 78.1&#x202F;&#x00B1;&#x202F;5.3</td>
<td align="left" valign="middle">Home-Based Exercise: Aerobic, training, Strength and endurance, Balance training</td>
<td align="center" valign="middle">60&#x202F;min each time, 2 times a week, 12&#x202F;month.</td>
<td align="left" valign="middle">Multi-mode motion</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">12&#x202F;month</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">Alzheimer&#x2019;s disease patients</td>
<td align="left" valign="middle">CDT</td>
</tr>
<tr>
<td align="left" valign="middle">12</td>
<td align="left" valign="middle">Hannareeta Ohman et al., 2016 (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
<td align="left" valign="middle">Finland</td>
<td align="center" valign="middle">70; 70</td>
<td align="center" valign="middle">78.3&#x202F;&#x00B1;&#x202F;5.1; 78.1&#x202F;&#x00B1;&#x202F;5.3</td>
<td align="left" valign="middle">Group Exercise: Aerobic, training, Strength and endurance, Balance training</td>
<td align="center" valign="middle">60&#x202F;min each time, 2 times a week, 12&#x202F;month.</td>
<td align="left" valign="middle">Aerobic exercise</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">12&#x202F;month</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">Alzheimer&#x2019;s disease patients</td>
<td align="left" valign="middle">CDT</td>
</tr>
<tr>
<td align="left" valign="middle">13</td>
<td align="left" valign="middle">Anna-Eva Prick et al., 2017 (<xref ref-type="bibr" rid="ref47">47</xref>)</td>
<td align="left" valign="middle">Netherlands</td>
<td align="center" valign="middle">57; 54</td>
<td align="center" valign="middle">76 (7.61); 78 (7.17)</td>
<td align="left" valign="middle">Exercise training four types of exercises (flexibility, strengthening,<break/>balance and endurance)</td>
<td align="center" valign="middle">30&#x202F;min each time, 3 times a week, 3&#x202F;month.</td>
<td align="left" valign="middle">Multi-mode motion</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">3&#x202F;month</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">People With Dementia</td>
<td align="left" valign="middle">CDT</td>
</tr>
<tr>
<td align="left" valign="middle">14</td>
<td align="left" valign="middle">Felipe de Oliveira Silva et al., 2017 (<xref ref-type="bibr" rid="ref41">41</xref>)</td>
<td align="left" valign="middle">Brazil</td>
<td align="center" valign="middle">13; 14</td>
<td align="center" valign="middle">81.22&#x202F;&#x00B1;&#x202F;8.88; 77.54&#x202F;&#x00B1;&#x202F;8.05</td>
<td align="left" valign="middle">Multimodal physical exercises (aerobic, strength, balance and flexibility)</td>
<td align="center" valign="middle">60&#x202F;min each time, 2 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="middle">Aerobic exercise</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">12&#x202F;weeks</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">Elderly individuals with Alzheimer&#x2019;s disease</td>
<td align="left" valign="middle">CDR</td>
</tr>
<tr>
<td align="left" valign="middle">15</td>
<td align="left" valign="middle">Annika Toots et al., 2017 (<xref ref-type="bibr" rid="ref48">48</xref>)</td>
<td align="left" valign="middle">Sweden</td>
<td align="center" valign="middle">107; 142</td>
<td align="center" valign="middle">84.4 (6.2); 85.9 (7.8)</td>
<td align="left" valign="middle">High Intensity Functional Exercise (HIFE)</td>
<td align="center" valign="middle">45&#x202F;min each time, 5 times every 2 weeks, 4&#x202F;months.</td>
<td align="left" valign="middle">Multi-mode motion</td>
<td align="left" valign="middle">Usual care</td>
<td align="center" valign="middle">4&#x202F;months</td>
<td align="left" valign="middle">Usual care</td>
<td align="left" valign="middle">Older People With moderate to severe<break/>Dementia</td>
<td align="left" valign="middle">MMSE</td>
</tr>
<tr>
<td align="left" valign="middle">16</td>
<td align="left" valign="middle">Lidia Ya&#x2019;guez et al., 2010 (<xref ref-type="bibr" rid="ref52">52</xref>)</td>
<td align="left" valign="middle">UK</td>
<td align="center" valign="middle">15; 12</td>
<td align="center" valign="middle">70.5; 75.5</td>
<td align="left" valign="middle">Non-aerobic movement (Brain Gym1 Program)</td>
<td align="center" valign="middle">120&#x202F;min each time, 6&#x202F;weeks.</td>
<td align="left" valign="top">Stretching exercise</td>
<td align="left" valign="top">Usual care</td>
<td align="center" valign="top">6&#x202F;weeks</td>
<td align="left" valign="top">Usual care</td>
<td align="left" valign="top">Alzheimer&#x2019;s type dementia</td>
<td align="left" valign="top">ICD</td>
</tr>
<tr>
<td align="left" valign="top">17</td>
<td align="left" valign="top">Fang Yu et al., 2021 (<xref ref-type="bibr" rid="ref43">43</xref>)</td>
<td align="left" valign="top">USA</td>
<td align="center" valign="top">64; 32</td>
<td align="center" valign="top">77.4&#x202F;&#x00B1;&#x202F;6.6; 77.5&#x202F;&#x00B1;&#x202F;7.1</td>
<td align="left" valign="top">Cycling exercise</td>
<td align="center" valign="top">20&#x2013;50&#x202F;min each time, 3 times a week, 6&#x202F;month.</td>
<td align="left" valign="top">Aerobic exercise</td>
<td align="left" valign="top">Stretching</td>
<td align="center" valign="top">6&#x202F;month</td>
<td align="left" valign="top">Stretching exercise</td>
<td align="left" valign="top">Older adults with Alzheimer&#x2019;s disease dementia</td>
<td align="left" valign="top">ADAS-Cog</td>
</tr>
<tr>
<td align="left" valign="top">18</td>
<td align="left" valign="top">LCW Lam et al., 2021 (<xref ref-type="bibr" rid="ref44">44</xref>)</td>
<td align="left" valign="top">China</td>
<td align="center" valign="top">94; 94</td>
<td align="center" valign="top">80.3&#x202F;&#x00B1;&#x202F;6.2; 80.8&#x202F;&#x00B1;&#x202F;6.3</td>
<td align="left" valign="top">Physical exercise</td>
<td align="center" valign="top">45&#x202F;min each time, 2 times a week, 6&#x202F;month.</td>
<td align="left" valign="top">Aerobic exercise</td>
<td align="left" valign="top">Health education</td>
<td align="center" valign="top">45&#x202F;min each time, 2 times a week, 6&#x202F;month.</td>
<td align="left" valign="top">Psychotherapy</td>
<td align="left" valign="top">Elders with mild clinical Alzheimer disease</td>
<td align="left" valign="top">ADAS-Cog</td>
</tr>
<tr>
<td align="left" valign="top">19</td>
<td align="left" valign="top">Sandra Trautwein et al., 2021 (<xref ref-type="bibr" rid="ref49">49</xref>)</td>
<td align="left" valign="top">Germany</td>
<td align="center" valign="top">201; 118</td>
<td align="center" valign="top">85&#x202F;&#x00B1;&#x202F;7; 86&#x202F;&#x00B1;&#x202F;5</td>
<td align="left" valign="top">Multi-modal exercise program and Motor and cognitive tasks (contained tasks in standing position and<break/>specific walking exercises.)</td>
<td align="center" valign="top">2 times a week, 16&#x202F;weeks.</td>
<td align="left" valign="top">Multi-mode motion</td>
<td align="left" valign="top">Usual Care</td>
<td align="center" valign="top">2 times a week, 16&#x202F;weeks.</td>
<td align="left" valign="top">Usual care</td>
<td align="left" valign="top">Elders with mild clinical Alzheimer disease</td>
<td align="left" valign="top">MMSE</td>
</tr>
<tr>
<td align="left" valign="top">20</td>
<td align="left" valign="top">Pengfei Wang et al., 2014 (<xref ref-type="bibr" rid="ref56">56</xref>)</td>
<td align="left" valign="top">China</td>
<td align="center" valign="top">62; 61</td>
<td align="center" valign="top">66.39&#x202F;&#x00B1;&#x202F;4.24; 67.82&#x202F;&#x00B1;&#x202F;4.81</td>
<td align="left" valign="top">Cognitive training and lifestyle guidance (Baguanjin)</td>
<td align="center" valign="top">90&#x202F;min each time, 1 time a week, 7&#x202F;weeks.</td>
<td align="left" valign="top">Mind&#x2013;body exercise</td>
<td align="left" valign="top">Usual Care</td>
<td align="center" valign="top">7&#x202F;weeks</td>
<td align="left" valign="top">Usual Care</td>
<td align="left" valign="top">Individuals with mild dementia</td>
<td align="left" valign="top">MMSE</td>
</tr>
<tr>
<td align="left" valign="top">21</td>
<td align="left" valign="top">Shanshan Wu et al., 2023 (<xref ref-type="bibr" rid="ref45">45</xref>)</td>
<td align="left" valign="top">Korea</td>
<td align="center" valign="top">13; 11</td>
<td align="center" valign="top">78.8; 81.2</td>
<td align="left" valign="top">EXG engaged in a running-based exergame</td>
<td align="center" valign="top">30&#x2013;50&#x202F;min each time, 3 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="top">Sensory-motor training</td>
<td align="left" valign="top">Cycling exercise</td>
<td align="center" valign="top">30&#x2013;50&#x202F;min each time, 3 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="top">Aerobic exercise</td>
<td align="left" valign="top">Older persons with dementia</td>
<td align="left" valign="top">CERAD-K</td>
</tr>
<tr>
<td align="left" valign="top">22</td>
<td align="left" valign="top">Aoyu Li et al., 2025 (<xref ref-type="bibr" rid="ref57">57</xref>)</td>
<td align="left" valign="top">China</td>
<td align="center" valign="top">116; 116</td>
<td align="center" valign="top">73.03; 72.7</td>
<td align="left" valign="top">motion-sensing exercises (such as waving, jumping, arm swinging,)</td>
<td align="center" valign="top">60&#x202F;min each time, 2 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="top">Sensory-motor training</td>
<td align="left" valign="top">Usual care</td>
<td align="center" valign="top">60&#x202F;min each time, 2 times a week, 12&#x202F;weeks.</td>
<td align="left" valign="top">Usual care</td>
<td align="left" valign="top">Individuals with mild-moderate dementia</td>
<td align="left" valign="top">MMSE</td>
</tr>
<tr>
<td align="left" valign="top">23</td>
<td align="left" valign="top">L&#x00E5;tta Hasselgren et al., 2024 (<xref ref-type="bibr" rid="ref55">55</xref>)</td>
<td align="left" valign="top">Sweden</td>
<td align="center" valign="top">31; 29</td>
<td align="center" valign="top">78.4&#x202F;&#x00B1;&#x202F;6.0; 79.0&#x202F;&#x00B1;&#x202F;7.1</td>
<td align="left" valign="top">Group physical exercise (lower-limb strength exercises, Balance exercises)</td>
<td align="center" valign="top">45&#x202F;min each time, 2 times a week, 16&#x202F;weeks.</td>
<td align="left" valign="top">Resistance exercise</td>
<td align="left" valign="top">Usual care</td>
<td align="center" valign="top">20&#x202F;weeks</td>
<td align="left" valign="top">Usual care</td>
<td align="left" valign="top">Older persons with mild dementia</td>
<td align="left" valign="top">GDS</td>
</tr>
<tr>
<td align="left" valign="top">24</td>
<td align="left" valign="top">Shari David et al., 2025 (<xref ref-type="bibr" rid="ref50">50</xref>)</td>
<td align="left" valign="top">Germany</td>
<td align="center" valign="top">22; 19</td>
<td align="center" valign="top">72.1&#x202F;&#x00B1;&#x202F;5.8; 68&#x202F;&#x00B1;&#x202F;8.2</td>
<td align="left" valign="top">Exercise interventions, including aerobic exercise, strength training, and coordination training</td>
<td align="center" valign="top">60&#x202F;min each time, 1 time a week, 26&#x202F;weeks.</td>
<td align="left" valign="top">Multi-mode motion</td>
<td align="left" valign="top">Psychoeducational programs</td>
<td align="center" valign="top">1 time a month,26&#x202F;weeks</td>
<td align="left" valign="top">Psychotherapy</td>
<td align="left" valign="top">Mild Alzheimer&#x2019;s disease patients</td>
<td align="left" valign="top">BDI</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>IG, intervention group; CG, control group; N, Number; NA, not available; MMSE, Mini Mental State Examination; CDT, Clock Drawing Test; TMT-B, Trail Making Test&#x2014;Part B; ADAS-Cog, Cognitive section of the Alzheimer&#x2019;s Disease Assessment Scale; ST, Stroop task; CSD, Cornell Scale for Depression; CDR, Clinical Dementia Rating scale; ICD, International Statistical Classification of Diseases and Related Health Problems; CERAD-K, Consortium to Establish a Registry for Alzheimer&#x2019;s Disease-Korean; GDS, Geriatric Depression Scale; BDI, Beck Depression Inventory.</p>
</table-wrap-foot>
</table-wrap>
<p>To examine whether various forms of physical activity exert different effects on executive function in older adults with dementia, we categorized the activities into six groups based on shared characteristics and findings from prior studies (<xref ref-type="bibr" rid="ref34">34</xref>, <xref ref-type="bibr" rid="ref35">35</xref>). This classification was developed through discussions within the research team and consultations with experts. The six categories include aerobic exercise (10 studies) (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref36 ref37 ref38 ref39 ref40 ref41 ref42 ref43 ref44">36&#x2013;44</xref>), which primarily involves continuous, rhythmic physical activities aimed at improving cardiovascular endurance (e.g., treadmill walking, cycling, brisk walking); multi-mode motion (7 studies) (<xref ref-type="bibr" rid="ref24">24</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref40">40</xref>, <xref ref-type="bibr" rid="ref45 ref46 ref47 ref48">45&#x2013;48</xref>), referring to interventions that explicitly combined two or more distinct categories of exercise (e.g., aerobic + resistance, resistance + balance) within a single, integrated program with comparable dosage for each component; stretching exercise (4 studies) (<xref ref-type="bibr" rid="ref38">38</xref>, <xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref50">50</xref>), which primarily involves low-intensity activities aimed at improving flexibility and range of motion, often serving as an active control in many studies; resistance exercise (4 studies) (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref51 ref52 ref53">51&#x2013;53</xref>), aimed at enhancing muscular strength and endurance through exercises against resistance; mind&#x2013;body exercise (3 studies) (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref54">54</xref>), which combines physical movement, mental focus, and controlled breathing to promote harmony between body and mind; and sensory-motor training (3 studies) (<xref ref-type="bibr" rid="ref38">38</xref>, <xref ref-type="bibr" rid="ref44">44</xref>, <xref ref-type="bibr" rid="ref55">55</xref>), primarily utilizing exergames or technology-based platforms that simultaneously engage cognitive and motor functions through interactive tasks.</p>
<p>Non-physical activity interventions include psychological interventions and usual care. Commonly used measurement tools include the Mini-Mental State Examination, Clock Drawing Test, Cornell Scale for Depression, and the Alzheimer&#x2019;s Disease Assessment Scale &#x2013; Cognitive Subscale, among others.</p>
</sec>
<sec id="sec18">
<label>3.3</label>
<title>Risk of bias</title>
<p>Among the 24 studies, 10 were determined to have a low risk of bias in terms of randomization, while 14 did not provide sufficient details on the randomization process. In terms of deviations from the intended interventions and missing outcome data, 6 studies were rated as having a low risk of bias, 9 studies had a high risk, and 9 studies showed moderate issues. Regarding bias in outcome measurement, 11 studies were classified as having a low risk, 2 studies as having a high risk, and 11 studies presented moderate concerns. As for selective reporting bias, 20 studies were rated as having a low risk, 4 studies showed some issues, and none were classified with a high risk. Evaluating these five criteria collectively, the overall risk of bias across the 24 studies was distributed as follows: 11 studies showed moderate concerns, 9 studies were assessed with a high overall risk of bias, and 4 studies were classified as having a low risk. The detailed results of the bias assessment are presented in <xref ref-type="fig" rid="fig2">Figure 2</xref> and <xref ref-type="supplementary-material" rid="SM1">Appendix C</xref>, which provide a comprehensive breakdown of each study&#x2019;s ratings and classifications across the various bias risk criteria.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Risk of bias of included studies.</p>
</caption>
<graphic xlink:href="fneur-16-1643957-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Stacked bar chart showing risks of bias in different categories: randomization process, deviations, missing data, outcome measurement, result selection, and overall risk. Categories are divided into low risk (blue), some concerns (orange), and high risk (red). Bars show varying proportions of risk levels, with the overall risk indicating significant high risk (red) and some concerns (orange), with minimal low risk (blue).</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec19">
<label>3.4</label>
<title>Network meta-analysis</title>
<p><xref ref-type="fig" rid="fig3">Figure 3</xref> presents the network meta-analysis diagram. The three interventions with the largest sample sizes in the experimental group were aerobic exercise, multi-mode motion, and resistance exercise. In contrast, the intervention with the largest sample size in the control group was usual care. The most frequently studied comparisons included traditional aerobic exercise versus usual care and multi-mode motion versus usual care.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Network diagram.</p>
</caption>
<graphic xlink:href="fneur-16-1643957-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Network diagram depicting various interventions connected by lines. Nodes represent interventions like psychotherapy, resistance exercise, aerobic exercise, multi-mode motion, usual care, sensory-motor training, stretching exercise, and mind-body exercise. Line thickness and node size vary, indicating different levels of interaction and importance.</alt-text>
</graphic>
</fig>
<p>The forest plot compares the standardized mean differences (SMD) with 95% confidence intervals (95% CIs) of physical activity interventions for executive function in older adults with dementia, and presents direct and indirect analyses (<xref ref-type="fig" rid="fig4">Figure 4</xref>). Aerobic exercise and multi-mode motion are more effective than control conditions; a higher SMD value indicates a better therapeutic effect.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Forest plot.</p>
</caption>
<graphic xlink:href="fneur-16-1643957-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Forest plot showing treatment effects across various interventions compared to aerobic exercise and each other. The x-axis represents mean differences, ranging from negative two to positive two. Each line represents a comparison, with diamonds indicating mean differences and horizontal lines showing ninety-five percent confidence intervals. Most comparisons are centered around zero, suggesting no significant difference. Notable deviations include resistance versus aerobic and usual versus mind-body interventions, with confidence intervals indicating potential significance.</alt-text>
</graphic>
</fig>
<p>Resistance exercise demonstrated superior improvement outcomes: compared to mind&#x2013;body exercise [SMD&#x202F;=&#x202F;0.41 (95% CI: &#x2212;0.87, 1.68)], aerobic exercise [SMD&#x202F;=&#x202F;0.63 (95% CI: &#x2212;0.50, 1.77)], sensory-motor training [SMD&#x202F;=&#x202F;0.68 (95% CI: &#x2212;0.72, 2.08)], multi-mode motion [SMD&#x202F;=&#x202F;0.71 (95% CI: &#x2212;0.36, 1.78)], stretching exercise [SMD&#x202F;=&#x202F;1.38 (95% CI: &#x2212;0.11, 2.88)], and psychotherapy [SMD&#x202F;=&#x202F;1.48 (95% CI: &#x2212;0.32, 3.29)], resistance exercise showed an improvement advantage, with a significant improvement compared to usual care [SMD&#x202F;=&#x202F;1.16 (95% CI: 0.28, 2.03)]. Mind&#x2013;body exercise, when compared to aerobic exercise [SMD&#x202F;=&#x202F;0.23 (95% CI: &#x2212;0.74, 1.20)], sensory-motor training [SMD&#x202F;=&#x202F;0.27 (95% CI: &#x2212;1.15, 1.70)], multi-mode motion [SMD&#x202F;=&#x202F;0.31 (95% CI: &#x2212;0.81, 1.42)], stretching exercise [SMD&#x202F;=&#x202F;0.98 (95% CI: &#x2212;0.57, 2.53)], and psychotherapy [SMD&#x202F;=&#x202F;1.08 (95% CI: &#x2212;0.65, 2.80)], also showed an improvement advantage. Aerobic exercise, compared to sensory-motor training [SMD&#x202F;=&#x202F;0.05 (95% CI: &#x2212;1.20, 1.29)], multi-mode motion [SMD&#x202F;=&#x202F;0.08 (95% CI: &#x2212;0.90, 1.05)], stretching exercise [SMD&#x202F;=&#x202F;0.75 (95% CI: &#x2212;0.58, 2.08)], psychotherapy [SMD&#x202F;=&#x202F;0.85 (95% CI: &#x2212;0.60, 2.30)], and usual care [SMD&#x202F;=&#x202F;0.52 (95% CI: &#x2212;0.24, 1.28)], showed an improvement advantage. Multi-mode motion, compared to stretching exercise [SMD&#x202F;=&#x202F;0.67 (95% CI: &#x2212;0.80, 2.15)], psychotherapy [SMD&#x202F;=&#x202F;0.77 (95% CI: &#x2212;0.91, 2.46)], and usual care [SMD&#x202F;=&#x202F;0.45 (95% CI: &#x2212;0.17, 1.07)], demonstrated an improvement advantage. Sensory-motor training, compared to stretching exercise [SMD&#x202F;=&#x202F;0.71 (95% CI: &#x2212;0.68, 2.09)], psychotherapy [SMD&#x202F;=&#x202F;0.81 (95% CI: &#x2212;1.08, 2.69)], and usual care [SMD&#x202F;=&#x202F;0.48 (95% CI: &#x2212;0.67, 1.63)], also exhibited an improvement advantage. The specific results are presented in <xref ref-type="table" rid="tab2">Table 2</xref>.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>League table on interventions.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Resistance exercise</th>
<th align="center" valign="top">Mind&#x2013;body exercise</th>
<th align="center" valign="top">Aerobic exercise</th>
<th align="center" valign="top">Sensory-motor training</th>
<th align="center" valign="top">Multi-mode motion</th>
<th align="center" valign="top">Usual care</th>
<th align="center" valign="top">Stretching exercise</th>
<th align="center" valign="top">Psychotherapy</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Resistance exercise</td>
<td align="center" valign="middle">&#x2212;0.41 (&#x2212;1.68,0.87)</td>
<td align="center" valign="middle">&#x2212;0.63 (&#x2212;1.77,0.50)</td>
<td align="center" valign="middle">&#x2212;0.68 (&#x2212;2.08,0.72)</td>
<td align="center" valign="middle">&#x2212;0.71 (&#x2212;1.78,0.36)</td>
<td align="center" valign="middle">&#x2212;1.16 (&#x2212;2.03,&#x2212;0.28)</td>
<td align="center" valign="middle">&#x2212;1.38 (&#x2212;2.88,0.11)</td>
<td align="center" valign="middle">&#x2212;1.48 (&#x2212;3.29,0.32)</td>
</tr>
<tr>
<td align="left" valign="middle">0.41 (&#x2212;0.87,1.68)</td>
<td align="center" valign="middle">Mind&#x2013;body exercise</td>
<td align="center" valign="middle">&#x2212;0.23 (&#x2212;1.20,0.74)</td>
<td align="center" valign="middle">&#x2212;0.27 (&#x2212;1.70,1.15)</td>
<td align="center" valign="middle">&#x2212;0.31 (&#x2212;1.42,0.81)</td>
<td align="center" valign="middle">&#x2212;0.75 (&#x2212;1.70,0.19)</td>
<td align="center" valign="middle">&#x2212;0.98 (&#x2212;2.53,0.57)</td>
<td align="center" valign="middle">&#x2212;1.08 (&#x2212;2.80,0.65)</td>
</tr>
<tr>
<td align="left" valign="middle">0.63 (&#x2212;0.50,1.77)</td>
<td align="center" valign="middle">0.23 (&#x2212;0.74,1.20)</td>
<td align="center" valign="middle">Aerobic exercise</td>
<td align="center" valign="middle">&#x2212;0.05 (&#x2212;1.29,1.20)</td>
<td align="center" valign="middle">&#x2212;0.08 (&#x2212;1.05,0.90)</td>
<td align="center" valign="middle">&#x2212;0.52 (&#x2212;1.28,0.24)</td>
<td align="center" valign="middle">&#x2212;0.75 (&#x2212;2.08,0.58)</td>
<td align="center" valign="middle">&#x2212;0.85 (&#x2212;2.30,0.60)</td>
</tr>
<tr>
<td align="left" valign="middle">0.68 (&#x2212;0.72,2.08)</td>
<td align="center" valign="middle">0.27 (&#x2212;1.15,1.70)</td>
<td align="center" valign="middle">0.05 (&#x2212;1.20,1.29)</td>
<td align="center" valign="middle">Sensory-motor training</td>
<td align="center" valign="middle">&#x2212;0.03 (&#x2212;1.32,1.26)</td>
<td align="center" valign="middle">&#x2212;0.48 (&#x2212;1.63,0.67)</td>
<td align="center" valign="middle">&#x2212;0.71 (&#x2212;2.09,0.68)</td>
<td align="center" valign="middle">&#x2212;0.81 (&#x2212;2.69,1.08)</td>
</tr>
<tr>
<td align="left" valign="middle">0.71 (&#x2212;0.36,1.78)</td>
<td align="center" valign="middle">0.31 (&#x2212;0.81,1.42)</td>
<td align="center" valign="middle">0.08 (&#x2212;0.90,1.05)</td>
<td align="center" valign="middle">0.03 (&#x2212;1.26,1.32)</td>
<td align="center" valign="middle">Multi-mode motion</td>
<td align="center" valign="middle">&#x2212;0.45 (&#x2212;1.07,0.17)</td>
<td align="center" valign="middle">&#x2212;0.67 (&#x2212;2.15,0.80)</td>
<td align="center" valign="middle">&#x2212;0.77 (&#x2212;2.46,0.91)</td>
</tr>
<tr>
<td align="left" valign="middle">1.16 (0.28,2.03)</td>
<td align="center" valign="middle">0.75 (&#x2212;0.19,1.70)</td>
<td align="center" valign="middle">0.52 (&#x2212;0.24,1.28)</td>
<td align="center" valign="middle">0.48 (&#x2212;0.67,1.63)</td>
<td align="center" valign="middle">0.45 (&#x2212;0.17,1.07)</td>
<td align="center" valign="middle">Usual care</td>
<td align="center" valign="middle">&#x2212;0.23 (&#x2212;1.58,1.12)</td>
<td align="center" valign="middle">&#x2212;0.33 (&#x2212;1.92,1.27)</td>
</tr>
<tr>
<td align="left" valign="middle">1.38 (&#x2212;0.11,2.88)</td>
<td align="center" valign="middle">0.98 (&#x2212;0.57,2.53)</td>
<td align="center" valign="middle">0.75 (&#x2212;0.58,2.08)</td>
<td align="center" valign="middle">0.71 (&#x2212;0.68,2.09)</td>
<td align="center" valign="middle">0.67 (&#x2212;0.80,2.15)</td>
<td align="center" valign="middle">0.23 (&#x2212;1.12,1.58)</td>
<td align="center" valign="middle">Stretching exercise</td>
<td align="center" valign="middle">&#x2212;0.10 (&#x2212;2.05,1.85)</td>
</tr>
<tr>
<td align="left" valign="middle">1.48 (&#x2212;0.32,3.29)</td>
<td align="center" valign="middle">1.08 (&#x2212;0.65,2.80)</td>
<td align="center" valign="middle">0.85 (&#x2212;0.60,2.30)</td>
<td align="center" valign="middle">0.81 (&#x2212;1.08,2.69)</td>
<td align="center" valign="middle">0.77 (&#x2212;0.91,2.46)</td>
<td align="center" valign="middle">0.33 (&#x2212;1.27,1.92)</td>
<td align="center" valign="middle">0.10 (&#x2212;1.85,2.05)</td>
<td align="center" valign="middle">Psychotherapy</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Regarding the probability of different interventions&#x2019; effects on executive function in older adults with dementia, based on the SUCRA index, the first tier (best effects) includes resistance exercise, with a SUCRA of 89.2%, PrBest of 59.9%, and an average ranking of 1.8, making it the most likely effective intervention. Mind&#x2013;body exercise follows with a SUCRA of 71.4%, PrBest of 18.9%, and an average ranking of 3.0, showing significant effects. The second tier (moderate effects) includes aerobic exercise with a SUCRA of 60.0%, PrBest of 4.2%, and an average ranking of 3.8, serving as the benchmark for comparison. Sensory-motor training and multi-mode motion have similar effects, with SUCRA values of 56.0 and 55.2%, PrBest values of 10.2 and 3.1%, and an average ranking of 4.1, ranking them jointly in fourth place. Specific results are shown in <xref ref-type="fig" rid="fig5">Figure 5</xref>.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>SUCRA plot.</p>
</caption>
<graphic xlink:href="fneur-16-1643957-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Line graphs depicting cumulative probabilities over ranks one to eight for various treatments: aerobic exercise, mind-body exercise, multi-mode motion, psychotherapy, resistance exercise, sensory-motor training, stretching exercise, and usual care. Each graph shows a different trend in probability increase, with psycho and stretching exercise peaking sharply at rank eight.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec20">
<label>3.5</label>
<title>Publication bias</title>
<p>As shown in <xref ref-type="fig" rid="fig6">Figure 6</xref>, we initially assessed publication bias using a funnel plot. The distribution of studies in the funnel plot appears approximately symmetrical, and visual inspection did not reveal any obvious signs of publication bias. This suggests that while some degree of publication bias may be present in the original data, its impact is not significant. Overall, the estimated effect sizes remain statistically meaningful, indicating the robustness of the study results.</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Funnel plot on publication bias.</p>
</caption>
<graphic xlink:href="fneur-16-1643957-g006.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Funnel plot with effect size on the x-axis and standard error of effect size on the y-axis. Various colored dots represent different comparisons, clustered around the center. A legend identifies the comparisons by color.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec21">
<label>4</label>
<title>Discussion</title>
<p>Executive function, as a core component of higher cognitive abilities, is particularly impaired in older adults with dementia, significantly affecting their daily living skills and disease progression (<xref ref-type="bibr" rid="ref56">56</xref>). Physical activity, due to its high safety profile and low side effects, has become a focal point in research aimed at delaying cognitive decline (<xref ref-type="bibr" rid="ref57">57</xref>, <xref ref-type="bibr" rid="ref58">58</xref>). However, the effectiveness of different physical activity modes in improving executive function remains controversial (<xref ref-type="bibr" rid="ref59">59</xref>, <xref ref-type="bibr" rid="ref60">60</xref>), highlighting the need for an evidence-based comprehensive evaluation. This network meta-analysis provides a thorough assessment of the effects of various physical activity interventions on executive function in dementia. Through a comprehensive analysis of 24 RCTs, the findings indicate that resistance exercise, mind&#x2013;body exercise, and aerobic exercise are the most effective non-pharmacological interventions for improving executive function in this population.</p>
<p>Methodological Considerations and Clinical Heterogeneity. Some methodological aspects of the included studies warrant discussion. Firstly, the diagnosis of dementia in all included trials was based on established clinical criteria, such as the Diagnostic and Statistical Manual of Mental Disorders or the National Institute of Neurological and Communicative Disorders and Stroke&#x2013;Alzheimer&#x2019;s Disease and Related Disorders Association criteria, as performed by physicians or specialized clinicians (<xref ref-type="bibr" rid="ref33">33</xref>). While cognitive screening tools like the MMSE were frequently reported, they served primarily for assessing baseline cognitive severity or monitoring change, not as standalone diagnostic tools. The severity of dementia was commonly assessed using standardized measures, including the CDR scale and the MMSE itself, which allowed for a rough stratification (e.g., mild vs. moderate) in several studies (<xref ref-type="bibr" rid="ref42">42</xref>, <xref ref-type="bibr" rid="ref49">49</xref>). However, it must be acknowledged that the exercise protocols (including type, frequency, intensity, and duration) were largely standardized within each study and were not typically individually tailored based on dementia severity levels (<xref ref-type="bibr" rid="ref26">26</xref>). This lack of stratification limits our ability to perform a definitive subgroup analysis on whether efficacy differs between mild versus severe dementia (<xref ref-type="bibr" rid="ref32">32</xref>). Anecdotally, interventions like aerobic exercise appeared to show more promise in individuals with mild MCI or early-stage dementia (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref43">43</xref>), whereas resistance exercise demonstrated benefits across a broader spectrum (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref51 ref52 ref53">51&#x2013;53</xref>). This suggests that the optimal type of physical activity may be dependent on the patient&#x2019;s baseline cognitive and physical function (<xref ref-type="bibr" rid="ref30">30</xref>). Future studies should explicitly stratify participants by severity using robust tools like the CDR and design adaptive interventions to determine the most effective exercise prescription for each stage of dementia (<xref ref-type="bibr" rid="ref41">41</xref>). Notably, resistance exercise is considered the most likely intervention to yield the best results (SUCRA&#x202F;=&#x202F;89.2%), followed by mind&#x2013;body exercise (SUCRA&#x202F;=&#x202F;71.4%), with aerobic exercise ranking third (SUCRA&#x202F;=&#x202F;60.0%) (<xref ref-type="table" rid="tab3">Table 3</xref>). It is important to note that the SUCRA value represents a probabilistic ranking of the interventions rather than a direct measure of clinical effect size. A higher SUCRA indicates a greater probability that an intervention is among the best, but this interpretation should be considered alongside the estimated effect sizes presented in the league table (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Ranking of SUCRA probabilities.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Intervention name</th>
<th align="center" valign="top">SUCRA (%)</th>
<th align="center" valign="top">PrBest (%)</th>
<th align="center" valign="top">Mean rank</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Resistance exercise</td>
<td align="center" valign="middle">89.2</td>
<td align="center" valign="middle">59.9</td>
<td align="center" valign="middle">1.8</td>
</tr>
<tr>
<td align="left" valign="middle">Mind&#x2013;body exercise</td>
<td align="center" valign="middle">71.4</td>
<td align="center" valign="middle">18.9</td>
<td align="center" valign="middle">3</td>
</tr>
<tr>
<td align="left" valign="middle">Aerobic exercise</td>
<td align="center" valign="middle">60</td>
<td align="center" valign="middle">4.2</td>
<td align="center" valign="middle">3.8</td>
</tr>
<tr>
<td align="left" valign="middle">Sensory-motor training</td>
<td align="center" valign="middle">56</td>
<td align="center" valign="middle">10.2</td>
<td align="center" valign="middle">4.1</td>
</tr>
<tr>
<td align="left" valign="middle">Multi-mode motion</td>
<td align="center" valign="middle">55.2</td>
<td align="center" valign="middle">3.1</td>
<td align="center" valign="middle">4.1</td>
</tr>
<tr>
<td align="left" valign="middle">Usual Care</td>
<td align="center" valign="middle">24.3</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">6.3</td>
</tr>
<tr>
<td align="left" valign="middle">Stretching exercise</td>
<td align="center" valign="middle">22.2</td>
<td align="center" valign="middle">1.1</td>
<td align="center" valign="middle">6.4</td>
</tr>
<tr>
<td align="left" valign="middle">Psychotherapy</td>
<td align="center" valign="middle">21.8</td>
<td align="center" valign="middle">2.6</td>
<td align="center" valign="middle">6.5</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>SUCRA, Surface Under the Cumulative Ranking curve. Higher SUCRA values indicate a higher probability of being among the most effective treatments. PrBest indicates the probability that the treatment is the best. Mean Rank reflects the average ranking position across simulations. Represents the ranking of interventions.</p>
</table-wrap-foot>
</table-wrap>
<p>The mechanisms through which resistance exercise impacts executive function in dementia are primarily reflected in the improvement of neuroplasticity and the expression of brain-derived neurotrophic factor (BDNF), as well as in the promotion of neurogenesis and neuroprotection. This leads to enhanced brain structure and function, improved executive function, and better daily living abilities and quality of life (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref51">51</xref>). Resistance exercise enhances skeletal muscle contraction, promotes neuroplasticity, and increases BDNF expression, which in turn supports neuronal growth and regeneration, thereby improving executive function and delaying neurodegenerative changes associated with dementia (<xref ref-type="bibr" rid="ref52">52</xref>, <xref ref-type="bibr" rid="ref53">53</xref>). Moreover, resistance exercise can delay neurogenesis, exert neuroprotective effects, reduce the accumulation of <italic>&#x03B2;</italic>-amyloid plaques, lower inflammation, and safeguard brain health (<xref ref-type="bibr" rid="ref61">61</xref>). By increasing cortical thickness in the frontal lobe and reducing white matter atrophy, resistance exercise further enhances executive and memory functions, while improving cerebral blood flow and strengthening cognitive abilities (<xref ref-type="bibr" rid="ref62">62</xref>). Studies have shown that resistance exercise significantly impacts executive function in dementia, particularly by enhancing attention, inhibitory control, and multitasking abilities (<xref ref-type="bibr" rid="ref49">49</xref>, <xref ref-type="bibr" rid="ref51 ref52 ref53">51&#x2013;53</xref>). Additionally, resistance exercise contributes to the improvement of patients&#x2019; daily living abilities, reduces the risk of falls, and consequently enhances quality of life (<xref ref-type="bibr" rid="ref63">63</xref>). Importantly, the positive effects of resistance exercise tend to persist over an extended period, with executive improvements maintained even after the intervention ends. Overall, resistance exercise, through various neurobiological mechanisms, serves as an effective non-pharmacological intervention for improving executive function in dementia.</p>
<p>Mind&#x2013;body exercises, such as Tai Chi and Baduanjin, are also supported by significant neural foundations in improving emotional executive function (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref39">39</xref>, <xref ref-type="bibr" rid="ref54">54</xref>). By modulating the nervous system and enhancing brain functional connectivity, mind&#x2013;body exercises positively influence executive function. The practice of Tai Chi and Baduanjin strengthens the functional connectivity of the prefrontal cortex and medial prefrontal cortex, promoting the function of executive control networks, which is crucial for improving emotional regulation and cognitive function (<xref ref-type="bibr" rid="ref64">64</xref>). Furthermore, these exercises increase the gray matter volume in the insula, medial temporal lobe, and caudate nucleus, regions that are closely associated with working memory and emotional regulation. Mind&#x2013;body exercises help alleviate symptoms of anxiety and depression, regulate the autonomic nervous system, and enhance concentration and emotional states. At the same time, these practices enhance brain plasticity, improving the flexibility and adaptability of neural networks, thereby enhancing an individual&#x2019;s ability to suppress negative emotions (<xref ref-type="bibr" rid="ref65">65</xref>). Regarding executive function, Tai Chi and Baduanjin improve executive function by enhancing attention control, working memory, and cognitive flexibility (<xref ref-type="bibr" rid="ref66">66</xref>). Research has shown that practicing Baduanjin significantly improves performance on logical memory and mental rotation tests, demonstrating its positive impact on cognitive control and information processing abilities (<xref ref-type="bibr" rid="ref67">67</xref>). Overall, mind&#x2013;body exercises provide a solid neural basis for improving emotional executive function by regulating the nervous system, enhancing brain functional connectivity, improving emotional regulation, and enhancing executive function.</p>
<p>Aerobic exercise exhibits certain limitations and varies in its applicable scenarios within dementia interventions (<xref ref-type="bibr" rid="ref68">68</xref>). Studies have shown that aerobic exercise has a limited effect on improving executive function in individuals with moderate to severe dementia, and its effectiveness may be influenced by factors such as exercise adherence, duration, and individual differences (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref36 ref37 ref38 ref39 ref40 ref41 ref42 ref43 ref44">36&#x2013;44</xref>). In patients with early-stage dementia, aerobic exercise can delay cognitive decline and improve physical function and quality of life, particularly showing positive effects in reducing the risk of dementia (<xref ref-type="bibr" rid="ref25">25</xref>, <xref ref-type="bibr" rid="ref41">41</xref>, <xref ref-type="bibr" rid="ref43">43</xref>). However, aerobic exercise demonstrates limited improvements in specific cognitive domains, such as language and visuospatial skills (<xref ref-type="bibr" rid="ref69">69</xref>). Therefore, despite the limitations of aerobic exercise in dementia interventions, it holds substantial potential, especially in early-stage dementia, in improving physical function, quality of life, and in preventing dementia risk.</p>
<p>Multi-mode motion and sensory-motor training exhibit dual effects in terms of cognitive load. Multimodal feedback, by integrating stimuli such as visual and auditory cues, enhances motor perception, thereby improving task performance (<xref ref-type="bibr" rid="ref24">24</xref>, <xref ref-type="bibr" rid="ref27">27</xref>, <xref ref-type="bibr" rid="ref40">40</xref>, <xref ref-type="bibr" rid="ref45 ref46 ref47 ref48">45&#x2013;48</xref>). Studies have shown that multi-mode motion training can improve motor function, promote neuroplasticity, and increase cerebral blood flow, leading to enhanced executive function (<xref ref-type="bibr" rid="ref70">70</xref>). However, when tasks are associated with high cognitive load, multimodal feedback may increase the cognitive load (<xref ref-type="bibr" rid="ref71">71</xref>), thus impairing motor performance. Therefore, careful management of cognitive load is necessary when applying multimodal feedback (<xref ref-type="bibr" rid="ref72">72</xref>).</p>
<p>Overall, resistance exercise, mind&#x2013;body exercise, and aerobic exercise all demonstrate positive effects in improving executive function in older adults with dementia; however, their effectiveness and applicable contexts vary. Resistance exercise is particularly effective, showing more direct and significant improvements in both cognitive and executive functions. Mind&#x2013;body exercise has unique advantages in enhancing emotional executive function and emotional regulation. Aerobic exercise demonstrates substantial potential, particularly in early-stage dementia, especially in terms of dementia risk prevention and improving quality of life. Multi-mode motion and sensory-motor training, however, should be used with caution to avoid excessive cognitive load that could impair task performance.</p>
</sec>
<sec id="sec22">
<label>5</label>
<title>Strengths and limitations</title>
<p>This study offers several notable advantages. First, it is the pioneering network meta-analysis designed to investigate the effects of physical activity on executive function in individuals with dementia, providing crucial scientific evidence to inform the selection of suitable physical activity interventions for enhancing executive function in this group. Additionally, the synthesis of multiple studies substantially bolstered the reliability and precision of the findings. Moreover, the emphasis on RCTs, while intentionally excluding observational and cross-sectional studies, further enhanced the robustness of the conclusions. Nonetheless, certain limitations should be acknowledged. For example, individual variations among patients may lead to different responses to physical activity interventions, and factors such as the intensity and duration of physical activity could influence the overall effectiveness of these interventions.</p>
<p>Future studies could concentrate on several critical areas. Initially, developing personalized physical activity interventions that are customized to the specific needs of individuals with dementia may yield more effective results. For instance, when selecting appropriate interventions, factors such as the patient&#x2019;s physical condition, medical history, and disease severity should be considered. Physical activity programs customized based on these individual variables could enhance their effectiveness in promoting the recovery of executive function. Additionally, further research is needed to explore the optimal parameters of physical activity, such as frequency, intensity, and duration, which are crucial for fine-tuning intervention strategies and maximizing executive function in dementia. Furthermore, although we established <italic>a priori</italic> rules for intervention categorization and verified their consistent application, some misclassification might remain possible due to the varying reporting details across included studies. However, our robustness check showed that the network structure was stable to the classification process.</p>
</sec>
<sec sec-type="conclusions" id="sec23">
<label>6</label>
<title>Conclusion</title>
<p>This study confirms that resistance exercise (SUCRA&#x202F;=&#x202F;89.2%, average rank&#x202F;=&#x202F;1.8) and mind&#x2013;body exercise (SUCRA&#x202F;=&#x202F;71.4%, average rank&#x202F;=&#x202F;3.0) are the most effective non-pharmacological interventions for improving executive function in dementia patients, with aerobic exercise (SUCRA&#x202F;=&#x202F;60.0%) being the next most effective. In clinical practice, resistance exercise is recommended as the primary intervention, or, based on individual patient characteristics such as dementia severity and physical capability, mind&#x2013;body or aerobic exercise can be chosen. Additionally, intervention parameters such as frequency and intensity should be standardized to enhance reproducibility. Future research should focus on the development of personalized exercise programs (incorporating genetic, phenotypic, and cognitive baselines), long-term efficacy observations, and studies on intervention mechanisms such as brain-derived neurotrophic factor expression and prefrontal cortex connectivity to further optimize strategies for improving executive function in dementia patients.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec24">
<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 authors.</p>
</sec>
<sec sec-type="author-contributions" id="sec25">
<title>Author contributions</title>
<p>YZ: Investigation, Conceptualization, Data curation, Supervision, Writing &#x2013; original draft, Methodology. SL: Writing &#x2013; review &#x0026; editing, Methodology, Writing &#x2013; original draft, Investigation. ZX: Writing &#x2013; original draft, Conceptualization, Data curation. HW: Validation, Writing &#x2013; original draft, Supervision, Visualization. XZ: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. QH: Writing &#x2013; review &#x0026; editing, Validation. RY: Supervision, Validation, Writing &#x2013; original draft. KG: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. DL: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Supervision, Conceptualization.</p>
</sec>
<sec sec-type="funding-information" id="sec26">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec27">
<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="correction-note" id="sec028">
<title>Correction note</title>
<p>This article has been corrected with minor changes. These changes do not impact the scientific content of the article.</p>
</sec>
<sec sec-type="ai-statement" id="sec28">
<title>Generative AI statement</title>
<p>The authors 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="sec29">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec30">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fneur.2025.1643957/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fneur.2025.1643957/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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