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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging Neurosci.</journal-id>
<journal-title>Frontiers in Aging Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1663-4365</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnagi.2024.1390699</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Aging Neuroscience</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Multimodal cognitive and behavioral interventions for patients with MCI: a systematic review and meta-analysis on cognition and mood</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Ying</surname> <given-names>Gelan</given-names></name>
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<contrib contrib-type="author">
<name><surname>Perez-Lao</surname> <given-names>Ambar</given-names></name>
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<contrib contrib-type="author">
<name><surname>Marsiske</surname> <given-names>Michael</given-names></name>
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<contrib contrib-type="author">
<name><surname>Levy</surname> <given-names>Shellie-Anne</given-names></name>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Smith</surname> <given-names>Glenn E.</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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</contrib-group>
<aff><institution>Department of Clinical and Health Psychology, University of Florida</institution>, <addr-line>Gainesville, FL</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Takao Yamasaki, Minkodo Minohara Hospital, Japan</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Zhuo He, Michigan Technological University, United States</p>
<p>Abdulyekeen Adebisi, Kyungpook National University, Republic of Korea</p>
<p>Aaron Lam, The University of Sydney, Australia</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Glenn E. Smith, <email>ges5542@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>16</volume>
<elocation-id>1390699</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>02</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Ying, Perez-Lao, Marsiske, Levy and Smith.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Ying, Perez-Lao, Marsiske, Levy and Smith</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>Research has increasingly suggested a benefit to combining multiple cognitive or behavioral strategies in a single treatment program for cognitively impaired older adults. Therefore, this systematic review and meta-analysis aimed to summarize results on the effects of multimodal cognitive and behavioral interventions versus control conditions on changes in cognition and mood in patients with mild cognitive impairment (pwMCI).</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>The review followed a general PRISMA guideline for systematic literature review with a format consisting of participants, interventions, comparators, and outcomes (PICO). Multilevel meta-analyses of aggregated efficacy were performed to assess the pooled effect sizes for cognitive and mood outcomes. Risk-of-bias, heterogeneity across studies, and publication bias were assessed for each outcome.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>After primary and reference searches, 18 studies with low or some concerns of risk of bias were included. Low heterogeneity was found for mood and cognition. Funnel plots did not indicate publication bias. All the studies assessed changes in cognition (<italic>n</italic>&#x2009;=&#x2009;1,555) while seven studies with mood outcomes (<italic>n</italic>&#x2009;=&#x2009;343) were included. Multilevel meta-analyses demonstrated moderate effect (Hedge&#x2019;s <italic>g</italic>&#x2009;=&#x2009;0.44, 95% CI&#x2009;=&#x2009;[0.21&#x2013;0.67]) in cognitive outcomes and large effect in mood (<italic>g</italic>&#x2009;=&#x2009;0.65, 95% CI&#x2009;=&#x2009;[0.37&#x2013;0.93]). Subdomain analyses found low-moderate effects in global cognition, verbal and non-verbal memory, executive function, visuospatial abilities, and semantic fluency (0.20&#x2009;&#x003C;&#x2009;<italic>g</italic>&#x2009;&#x003C;&#x2009;0.50).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>These findings showed comparable to larger effects of multimodal cognitive and behavioral interventions on cognition than pharmacological treatment. Future studies should focus on the longitudinal effects of multimodal interventions in delaying dementia.</p>
<p><bold>Systematic review registration</bold>: PROSEPRO, CRD42022349297.</p>
</sec>
</abstract>
<kwd-group>
<kwd>mild cognitive impairment</kwd>
<kwd>multimodal interventions</kwd>
<kwd>systematic review and meta-analysis</kwd>
<kwd>cognitive interventions</kwd>
<kwd>behavioral interventions</kwd>
<kwd>dementia</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="96"/>
<page-count count="22"/>
<word-count count="13152"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Neurocognitive Aging and Behavior</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<sec id="sec6">
<label>1.1</label>
<title>Behavioral interventions for mild cognitive impairment</title>
<p>Mild cognitive impairment (MCI) is a prodromal stage of Alzheimer&#x2019;s disease (AD) and other types of dementia. In patients with MCI (pwMCI), circumscribed cognitive abilities are commonly below age expectation despite generally intact daily functioning (<xref ref-type="bibr" rid="ref59">Petersen, 2004</xref>; <xref ref-type="bibr" rid="ref77">Smith and Bondi, 2013</xref>). However, while pwMCI remain independent in primary daily activities, they may encounter difficulties performing complex functional activities (e.g., managing finances, medications, or shopping) and request increased caregiver attention (<xref ref-type="bibr" rid="ref1">Albert et al., 2011</xref>). MCI is associated with an approximate 12% annual conversion rate to dementia while the comparable normal control group rate is only 1&#x2013;2% (<xref ref-type="bibr" rid="ref60">Petersen et al., 1997</xref>, <xref ref-type="bibr" rid="ref62">2001</xref>; <xref ref-type="bibr" rid="ref71">Shah et al., 2000</xref>). In longer-term follow-up studies approximately 80% of pwMCI converted to dementia within six years (<xref ref-type="bibr" rid="ref61">Petersen et al., 1999</xref>).</p>
<p>While neurodegenerative forms of dementia are irreversible, non-pharmacological interventions (i.e., behavioral interventions such as physical exercise, note taking, social engagement, and computerized cognitive training) administered at an early stage (e.g., MCI) can preserve functional independence, slow cognitive decline, and thereby delay the onset of dementia (<xref ref-type="bibr" rid="ref23">Gauthier, 2005</xref>; <xref ref-type="bibr" rid="ref45">Levy et al., 2022</xref>). A review by <xref ref-type="bibr" rid="ref12">Chandler et al. (2016)</xref> revealed the benefits of behavioral interventions in improving mood (<italic>k</italic>&#x2009;=&#x2009;26, Cohen&#x2019;s <italic>d</italic>&#x2009;=&#x2009;0.16, 95% CI&#x2009;=&#x2009;[0.03&#x2013;0.28]), functional ability (<italic>k</italic>&#x2009;=&#x2009;31, <italic>d</italic>&#x2009;=&#x2009;0.23, 95%CI&#x2009;=&#x2009;[0.16&#x2013;0.47]), and metacognition (<italic>k</italic>&#x2009;=&#x2009;26, <italic>d</italic>&#x2009;=&#x2009;0.30, 95%CI&#x2009;=&#x2009;[0.15&#x2013;0.58]) in pwMCI (<xref ref-type="bibr" rid="ref12">Chandler et al., 2016</xref>). Since that review, numerous additional multicomponent interventions have been reported in pwMCI or other at-risk groups. Large multicomponent behavioral interventions such as Vivifrail, which consisted of physical resistance, balance, flexibility, and gait-retraining exercises for three months, have shown significant improvements in functional capacity, cognitive function, and depression (<xref ref-type="bibr" rid="ref11">Casas-Herrero et al., 2022</xref>). Alternative interventions including lifestyle training might also play an essential role in mood and functional improvement (<xref ref-type="bibr" rid="ref22">Gale et al., 2019</xref>; <xref ref-type="bibr" rid="ref92">Yu et al., 2019</xref>).</p>
<p>These observed benefits lead to hypotheses that repeated cross-domain training might stimulate &#x201C;compensatory scaffolding&#x201D; and neuroplastic reorganization (<xref ref-type="bibr" rid="ref73">Sherman et al., 2017</xref>). In other words, the combination of several approaches in a multicomponent treatment program interventions targeting multiple domains may exhibit additive efficacy. In one systematic review only multicomponent (<italic>k</italic>&#x2009;=&#x2009;16, Hedges&#x2019; <italic>g</italic>&#x2009;=&#x2009;0.40, 95%CI&#x2009;=&#x2009;[0.16, 0.63]) and multidomain-focused cognitive training (<italic>k</italic>&#x2009;=&#x2009;13, <italic>g</italic>&#x2009;=&#x2009;0.23, 95% CI&#x2009;=&#x2009;[0.108, 0.352]) yielded statistically significant improvement in cognitive outcomes post-intervention in pwMCI when compared to MCI controls (<xref ref-type="bibr" rid="ref73">Sherman et al., 2017</xref>). Thus, combining multiple interventions has been increasingly emphasized as a tool to facilitate functional retention. Previous systematic reviews and meta-analyses have reported benefits in combining physical exercises with cognitively challenging activities in both clinical and non-clinical older adults (<xref ref-type="bibr" rid="ref93">Zhu et al., 2016</xref>; <xref ref-type="bibr" rid="ref25">Gheysen et al., 2018</xref>; <xref ref-type="bibr" rid="ref24">Gavelin et al., 2021</xref>). In one meta-analysis, combined cognitive-physical interventions showed small-to-medium positive effects (<italic>k</italic>&#x2009;=&#x2009;10, standardized mean difference (SMD)&#x2009;=&#x2009;0.32, 95%CI&#x2009;=&#x2009;[0.17&#x2013;0.47]) on global cognitive function and moderate-to-large effects (<italic>k</italic>&#x2009;=&#x2009;4, SMD&#x2009;=&#x2009;0.65, 95%CI&#x2009;=&#x2009;[0.09-1.21]) on activities of daily living (ADL) in MCI or dementia patients (<xref ref-type="bibr" rid="ref38">Karssemeijer et al., 2017</xref>). In contrast, despite the significant benefits evidenced in most studies, a recent systematic review found no difference between combined cognitive-physical training and interventions with isolated elements in executive function, processing speed, attention, mood, and cardiorespiratory fitness (<xref ref-type="bibr" rid="ref91">Yang et al., 2020</xref>). However, the review focused primarily on cognitive outcomes, which might not reflect the overarching efficacy of multimodal interventions across domains (e.g., quality of life and independent daily functioning).</p>
</sec>
<sec id="sec7">
<label>1.2</label>
<title>Gaps in current systematic literature review and meta-analysis</title>
<p>A few limitations were identified in existing systematic literature reviews and meta-analyses. First of all, while the effects of combined interventions have been extensively studied in the past decade (see <xref ref-type="supplementary-material" rid="SM1">Supplementary material A</xref>), research has focused predominantly on comparative effectiveness analysis (<xref ref-type="bibr" rid="ref3">Amofa et al., 2021</xref>; <xref ref-type="bibr" rid="ref45">Levy et al., 2022</xref>), a tool commonly used to explore the additive effect of a specific arm instead of changes an overall program has exerted. For example, <xref ref-type="bibr" rid="ref35">Imaoka et al. (2019)</xref> used comparative effective analysis to investigate the additive effect of soy peptide as a supplement to memory exercise in pwMCI but did not study the overall efficacy of both when compared to an untreated control group. Secondly, some studies and reviews have mixed samples of pwMCI with healthy older adults or early dementia patients (<xref ref-type="bibr" rid="ref46">Li et al., 2011</xref>; <xref ref-type="bibr" rid="ref80">Straubmeier et al., 2017</xref>; <xref ref-type="bibr" rid="ref8">Bruderer-Hofstetter et al., 2018</xref>; <xref ref-type="bibr" rid="ref78">Stephen et al., 2019</xref>; <xref ref-type="bibr" rid="ref70">Santos Lopes da Silva et al., 2023</xref>) due to the small amount of available literature (<xref ref-type="bibr" rid="ref25">Gheysen et al., 2018</xref>, <italic>k</italic>&#x2009;=&#x2009;9; <xref ref-type="bibr" rid="ref28">Han et al., 2022</xref>, <italic>k</italic>&#x2009;=&#x2009;3; <xref ref-type="bibr" rid="ref38">Karssemeijer et al., 2017</xref>, <italic>k</italic>&#x2009;=&#x2009;5). Nevertheless, primary preventions in cognitively healthy older adults can serve distinctive roles from interventions for those with known risk of decline (i.e., secondary preventions). Secondary preventions usually incorporate compensation training and adjustment-related treatments to slow or prevent further decline (<xref ref-type="bibr" rid="ref76">Smith, 2016</xref>). On the other hand, tertiary preventions for those with dementia diagnoses rely heavily on participants&#x2019; capacity to grasp the ideas, which might include differential strategies and evaluation systems from interventions designed for pwMCI. Thus, an essential question regarding the effectiveness of multimodal intervention as a secondary prevention in pwMCI remains unclear. Thirdly, there is a lack of consensus on targeted outcomes. Some studies focused primarily on mobility (<xref ref-type="bibr" rid="ref39">Kiper et al., 2022</xref>; <xref ref-type="bibr" rid="ref50">Mai Ba and Kim, 2022</xref>) while others focused on cognition (<xref ref-type="bibr" rid="ref89">Yan et al., 2022</xref>). Lastly, while one meta-analysis (<xref ref-type="bibr" rid="ref53">Meng et al., 2022</xref>) has synthesized clinical trials combining cognitive intervention and physical exercise on multiple cognitive domains in pwMCI, this meta-analysis excluded behavioral interventions other than physical exercise and included single intervention comparisons to study the additive effects instead of the overall impact of multimodal interventions. Furthermore, this study also suffered from a limited number of reports (<italic>k</italic>&#x2009;=&#x2009;8) of randomized control trials (RCTs).</p>
<p>In addition, the definition of &#x201C;multimodal&#x201D; varied across studies and was often mixed with terms including &#x201C;multicomponent&#x201D; or &#x201C;multifaceted.&#x201D; For example, a combination of different physical exercises (<xref ref-type="bibr" rid="ref44">Lau et al., 2015</xref>; <xref ref-type="bibr" rid="ref82">Trautwein et al., 2020</xref>; <xref ref-type="bibr" rid="ref5">Barisch-Fritz et al., 2022</xref>) or cognitive training targeting multiple domains (<xref ref-type="bibr" rid="ref84">Tsolaki et al., 2011</xref>; <xref ref-type="bibr" rid="ref55">Olchik et al., 2013</xref>) were treated as multimodal in several studies. While these interventions have included multiple strategies, the target was often limited to one area of concern instead of a comprehensive approach that can target multiple interrelated areas of concern simultaneously. Studies have also used the term &#x201C;multimodal&#x201D; to describe treatments conducted in different settings (e.g., home vs. clinic) or through different delivery methods (e.g., computer vs. paper). To establish an operational definition and delineate the targeted treatment types for this review, multimodal interventions generally refer to combining several training approaches that target different outcome domains in a treatment program (<xref ref-type="bibr" rid="ref26">Giusti et al., 2017</xref>).</p>
<p>In summary, we believe that examining truly multimodal interventions that focus on or at least partition pwMCI for separate analysis might assist future explorations of comprehensive and efficient intervention programs for persons at the highest risk for dementia. Therefore, the aims of the current systematic review and meta-analysis are (1) to perform a synthesis of existing research of multimodal interventions on cognition and mood for individuals who meet the criteria of MCI and (2) to investigate the clinical implications and limitations of these results for future treatment planning.</p>
</sec>
</sec>
<sec sec-type="methods" id="sec8">
<label>2</label>
<title>Methods</title>
<sec id="sec9">
<label>2.1</label>
<title>Eligibility criteria</title>
<p>The eligibility criteria are consistent with the PICO criteria and the PRISMA 2020 reporting guidelines (<xref ref-type="bibr" rid="ref56">Page et al., 2021a</xref>), and incorporate participants, interventions, comparators, and outcomes. Only RCTs were included in the review with no restrictions on cohort studies, longitudinal studies, and crossover designs.</p>
<sec id="sec10">
<label>2.1.1</label>
<title>Participants</title>
<p>Participants included patients with a clinical diagnosis of MCI due to any underlying etiology (e.g., MCI due to AD or Parkinson&#x2019;s disease), regardless of age, gender, or cultural background. Samples of mixed MCI and healthy or demented older adults were excluded unless an independent analysis was undertaken to evaluate the effect on pwMCI. Because cognitive impairment with no dementia (CIND) was commonly used interchangeably with MCI, participants with CIND were also included. In addition, the Diagnostic and Statistical Manual of Mental Disorders (DSM-5) (<xref ref-type="bibr" rid="ref2">American Psychiatric Association, 2013</xref>) introduced the term mild neurocognitive disorder (mNCD) to describe acquired cognitive impairments of all causes at all ages before proceeding to identify the etiology. In mNCD, individuals can report slight difficulty performing everyday activities while remaining functionally independent and demonstrate deficits in one or more cognitive domains, which corresponds to MCI symptoms. Therefore, patients with mNCD were also included in the review. However, prodromal AD or other cognitive states (e.g., a score below certain AD risk scales) were excluded due to the potential inconsistency when compared to pwMCI.</p>
</sec>
<sec id="sec11">
<label>2.1.2</label>
<title>Intervention</title>
<p>Intervention eligibility criteria included multimodal behavioral or cognitive interventions to delay or prevent dementia in pwMCI. Any combination of behavioral or cognitive intervention with a pharmacological treatment was excluded unless it was used to compare with a nonpharmacological intervention program. Elective surgical procedures, such as deep brain stimulation, were also excluded. In addition, interventions with variations of the same treatment type (e.g., different physical exercises) were not considered multimodal and excluded. While studies with no cognitive or behavioral interventions or treatment were excluded, a combination of both cognitive and behavioral interventions was not required for inclusion. For example, cognitive training and cognitive rehabilitation were defined as two independent training methods that serve distinctive purposes in patients with dementia (<xref ref-type="bibr" rid="ref13">Clare et al., 2003</xref>). Specifically, cognitive training consists of guided practice on tasks targeting particular cognitive functions while cognitive rehabilitation focuses on strategies compensating for functional difficulties in daily life. Therefore, interventions with cognitive training and compensatory rehabilitation were included. In a previous systematic review, <xref ref-type="bibr" rid="ref24">Gavelin et al. (2021)</xref> introduced the concept of exergaming, which referred to video games that provided simultaneous training of different modalities (e.g., cybercycling, a videogame that requires both cycling and navigation strategies). Studies with exergaming were included if multiple modalities were identified.</p>
</sec>
<sec id="sec12">
<label>2.1.3</label>
<title>Comparator</title>
<p>Eligible comparators included nontreatment control groups and alternative multimodal or single modality treatment. However, a comparative effective analysis that aims to investigate the effect of one single intervention arm by adding or withdrawing one of the arms from a multimodal program was excluded due to the lack of appropriate comparison to demonstrate the effect of the overall intervention program. In addition, a direct comparison between targeted multimodal intervention programs and a control group or a group with completely different treatments was required for data extraction.</p>
</sec>
<sec id="sec13">
<label>2.1.4</label>
<title>Outcome measures</title>
<p>To synthesize outcome domains, we referenced two patient-related latent factors derived from our multimodal intervention trial (<xref ref-type="bibr" rid="ref9004">Smith et al., 2017</xref>). Using exploratory factor analysis, <xref ref-type="bibr" rid="ref15">Defeis et al. (2021)</xref> suggested that common outcome measures in behavioral and cognitive intervention programs for pwMCI could be synthesized into a three-factor model that consisted of patient impairment, patient adjustment, and partner adjustment. This model has been examined and confirmed in a separate MCI intervention sample with high factor loadings and an almost identical structure (<xref ref-type="bibr" rid="ref15">Defeis et al., 2021</xref>). Therefore, to evaluate the effects of multimodal interventions on patients, the primary outcomes of the current study were organized into patient impairment and patient adjustment categories with their highest loading and most assessed items&#x2014;cognition and mood. While the quality of life and independent daily functioning outcomes were initially assessed, these outcomes were dropped due to the insufficient number of reports (<italic>k</italic>&#x2009;&#x003C;&#x2009;6) and low statistical power.</p>
</sec>
</sec>
<sec id="sec14">
<label>2.2</label>
<title>Information sources</title>
<p>This review only included published studies and abstracts written in or translated into English. PubMed, Embase and Cochrane Library were searched for articles published before January 1st, 2024. In addition, references from relevant publications and symposiums were examined and manually searched as an additional source of literature. Please see <xref ref-type="supplementary-material" rid="SM1">Supplementary material B</xref> for searching items.</p>
<sec id="sec15">
<label>2.2.1</label>
<title>Data management</title>
<p>Search results were imported into Mendeley Reference Manager (<xref ref-type="bibr" rid="ref52">Mendeley Support Team, 2011</xref>), a software that allows the references to be saved in separate collections and compared for duplicates. The results were then imported to Covidence (<xref ref-type="bibr" rid="ref85">Veritas Health Innovation, 2017</xref>), an online software with live updates of the collaborative progress and discrepancy for screening and data extraction. Two authors (GY and APL) independently reviewed and evaluated all the records and data in the software.</p>
</sec>
</sec>
<sec id="sec16">
<label>2.3</label>
<title>Data collection process</title>
<p>Targeted variables and measures were identified and extracted by GY and APL independently to an Excel spreadsheet and compared to ensure no errors. Outcomes included changes in cognition and mood. Outcomes were identified by searching the specific terms in the report regardless of measuring tools. Authors were not contacted when information regarding the primary outcome was not available in the text.</p>
</sec>
<sec id="sec17">
<label>2.4</label>
<title>Data items</title>
<p>Participant age, study attrition rate, diagnostic criteria, specific multimodal intervention strategies and characteristics (duration, frequency, and follow-up duration), comparator characteristics (no treatment vs. alternative treatment), outcome measures, effect sizes for each outcome, and results reported by the authors were extracted and documented for all eligible publications.</p>
</sec>
<sec id="sec18">
<label>2.5</label>
<title>Risk of bias in individual studies</title>
<p>The revised Cochrane Collaboration software (RoB 2) (<xref ref-type="bibr" rid="ref79">Sterne et al., 2019</xref>) assessing the risk of bias in RCTs was employed in the current review. Detailed criteria of focus in each domain can be found in the Cochrane Handbook Chapter 8.2 (<xref ref-type="bibr" rid="ref33">Higgins et al., 2019</xref>). An overall risk-of-bias judgment was obtained for individual domains by both GY and APL. Similarly, a consensus meeting was arranged to resolve any discrepancies during the process. Results of the risk-of-bias assessment were then visualized through another web-based R package, <italic>robis</italic> (<xref ref-type="bibr" rid="ref51">McGuinness and Higgins, 2021</xref>). Because several studies included both targeted outcomes, each outcome was assessed separately and weighted equally in the evaluation. <xref ref-type="fig" rid="fig1">Figure 1</xref> depicts the results of 26 parallel design evaluations conducted for 15 clinical trials.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Risk of bias traffic plot.</p>
</caption>
<graphic xlink:href="fnagi-16-1390699-g001.tif"/>
</fig>
<p>Comparisons of the baseline characteristics were employed to evaluate any effects raised by the randomization process. Studies that failed to report any differences between the intervention and control groups regarding demographic variables (e.g., age, gender, etc.) or targeted outcomes (e.g., cognition) raised concern about whether an appropriate analysis was used to estimate the effect of assignment (Domain 2) and whether baseline differences suggested a problem with randomization (Domain 1). &#x201C;No information&#x201D; on the randomization process (Domain 1) was given to a few studies, which led to a rating of &#x201C;some concerns,&#x201D; due to a failure to clarify the sequence allocation method. In addition, &#x201C;probably no&#x201D; was given to one study using consecutive recruitment with no information on the randomization strategy (<xref ref-type="bibr" rid="ref42">Kurz et al., 2009</xref>). Studies with a larger than 5% dropout rate, according to the guidelines, were rated as &#x201C;probably not&#x201D; for whether the outcomes were provided for almost all the participants (Domain 3). If the reasons for attrition were provided and were irrelevant to participants&#x2019; cognitive functioning, the overall rating for the domain remained &#x201C;low risk.&#x201D;</p>
</sec>
<sec id="sec19">
<label>2.6</label>
<title>Meta-analysis</title>
<p>The goal of a meta-analysis is to estimate the overall effect of treatments across studies. However, because studies vary in the quantity and quality of information, different weight is assigned to each study (e.g., higher weight assigned to larger studies) to calculate a combined effect. Due to the variability of sample sizes and characteristics among the reports included in the current study, we used the random effect model of meta-analysis, which assumes that each study is estimating a different effect size, to estimate the mean of a distribution of true effects for each outcome.</p>
<sec id="sec20">
<label>2.6.1</label>
<title>Effect measures</title>
<p>Effects sizes were assessed through standardized mean differences (SMDs) estimated by Hedge&#x2019;s <italic>g</italic>, which is less biased by small sample sizes compared to Cohen&#x2019;s <italic>d</italic> (<xref ref-type="bibr" rid="ref30">Hedges, 1981</xref>; <xref ref-type="bibr" rid="ref47">Lin and Aloe, 2021</xref>). Similar to Cohen&#x2019;s <italic>d,</italic> Hedge&#x2019;s <italic>g</italic> visualizes effects by separating them into multiple levels: small (0&#x2013;0.2), small-to-medium (0.2&#x2013;0.5), medium-to-large (0.5&#x2013;0.8), and large effects (&#x003E;0.8). Hedge&#x2019;s <italic>g</italic> was collected as the primary effect measure when available or calculated manually when it was not originally reported. The following formula was employed for the calculation: <inline-formula>
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</inline-formula>, where &#x03BC; denotes the changes in mean during the time frame, <italic>s</italic> denotes the standard deviation of change for each group, and <italic>n</italic> stands for the sample size of each group. Change from baseline standard deviation was imputed through the following formula extracted from the Cochrane Handbook (<xref ref-type="bibr" rid="ref31">Higgins, 2008</xref>): <inline-formula>
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</inline-formula>, where <italic>Corr</italic> was calculated using the following steps from studies with available change-from-baseline standard deviation for the same measure. To calculate the <italic>Corr</italic> for a specific outcome measure, we obtained (1) the correlation for the experimental group <inline-formula>
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</mml:mrow>
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</mml:math>
</inline-formula>, (2) the correlation for the control group, and finally (3) using each correlation to obtain the standard deviation of change for each group. In studies with only Cohen&#x2019;s <italic>d</italic>, bias-correction was applied: <italic>g</italic>=<inline-formula>
<mml:math id="M4">
<mml:mfrac>
<mml:mi mathvariant="normal">d</mml:mi>
<mml:msqrt>
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mo>&#x2215;</mml:mo>
<mml:mi>d</mml:mi>
<mml:mi>f</mml:mi>
</mml:mrow>
</mml:msqrt>
</mml:mfrac>
</mml:math>
</inline-formula> =(1&#x2013;3/(4&#x002A;(<italic>n</italic><sub>1</sub> +&#x2009;<italic>n</italic><sub>2</sub>&#x2013;2)&#x2009;&#x2212;&#x2009;1))&#x2009;&#x00D7;&#x2009;<italic>d</italic> (originally from <xref ref-type="bibr" rid="ref30">Hedges, 1981</xref> but later adjusted by <xref ref-type="bibr" rid="ref6">Borenstein et al., 2009</xref>). For studies with solely F-statistics, <italic>g</italic> was calculated using the R package <italic>ESC</italic> (<xref ref-type="bibr" rid="ref48">L&#x00FC;decke et al., 2019</xref>). Due to the heterogeneity and dependency of effects among measurements in the cognitive domain, a multilevel meta-analysis was performed. Specifically, results for each outcome measure (level 1) were clustered by study (level 2) to create a pooled effect size for each study (level 3). Aggregated effect sizes and confidence intervals were then calculated through the between and within cluster variances via the R package <italic>Metafor</italic> (<xref ref-type="bibr" rid="ref29">Harrer et al., 2021</xref>).</p>
<p>Results were reported primarily via changes from baseline or group-by-time interactions to indicate different trajectories between groups. Effect sizes were calculated manually for most outcomes by the primary reviewer (GY) to reflect between group differences in changes and to perform standardized comparisons among studies. An average effect size was employed for cognition in each report due to the heterogeneity of assessments. Because higher scores on the Alzheimer&#x2019;s Disease Assessment Scale-Cognitive Subscale (ADAS-cog) and the Trail Making Test (TMT) reflect greater impairment, changes in these scales were reversed during calculation. For mood outcomes, score changes were reversed for anxiety/depression outcomes. General study and intervention characteristics are summarized in <xref ref-type="table" rid="tab1">Table 1</xref>. A summary of intervention components, which were synthesized into physical exercise, social skills, cognitive training, cognitive stimulation, and others, is presented in <xref ref-type="table" rid="tab2">Table 2</xref>. Results and measures were synthesized into different outcomes and factors and are presented in <xref ref-type="table" rid="tab3">Table 3</xref> and <xref ref-type="fig" rid="fig2">Figures 2A</xref>,<xref ref-type="fig" rid="fig2">B</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Characteristics of multimodal intervention studies for patients with mild cognitive impairment.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="left" valign="top">Country</th>
<th align="left" valign="top">Dx</th>
<th align="left" valign="top">Diagnostic criteria</th>
<th align="center" valign="top">Age</th>
<th align="center" valign="top">Attrition (%)</th>
<th align="center" valign="top">I (N)</th>
<th align="center" valign="top">C(N)</th>
<th align="left" valign="top">Intervention</th>
<th align="left" valign="top">Comparator</th>
<th align="left" valign="top">Length</th>
<th align="left" valign="top">Frequency</th>
<th align="left" valign="top">Follow-up duration</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref58">Park et al. (2019)</xref>
</td>
<td align="left" valign="top">Korea</td>
<td align="left" valign="top">aMCI</td>
<td align="left" valign="top">Clinical interview by a dementia specialist, neurological examinations, blood test, brain computed tomography/MRI, and detailed neuropsychological assessments.</td>
<td align="center" valign="top">71.63</td>
<td align="center" valign="top">8.16</td>
<td align="center" valign="top">25</td>
<td align="center" valign="top">24</td>
<td align="left" valign="top">Dual-task trainings that consisted of cognitive and exercise tasks</td>
<td align="left" valign="top">Untreated control</td>
<td align="left" valign="top">24&#x2009;weeks</td>
<td align="left" valign="top">Weekly sessions</td>
<td align="left" valign="top">Week 12 and 24.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref9">Buschert et al. (2011)</xref>
</td>
<td align="left" valign="top">Germany</td>
<td align="left" valign="top">aMCI</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref62">Petersen et al. (2001)</xref>
</td>
<td align="center" valign="top">71.20</td>
<td align="center" valign="top">5.13</td>
<td align="center" valign="top">12</td>
<td align="center" valign="top">12</td>
<td align="left" valign="top">Cognitive training of memory function, cognitive stimulation, reminiscence discussions, and group psychomotor and recreational tasks.</td>
<td align="left" valign="top">Paper-pencil exercises and monthly meetings.</td>
<td align="left" valign="top">6&#x2009;months</td>
<td align="left" valign="top">20 weekly 120-min sessions</td>
<td align="left" valign="top">End of the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref68">Rojas et al. (2013)</xref>
</td>
<td align="left" valign="top">Argentina</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref61">Petersen et al. (1999)</xref>; <xref ref-type="bibr" rid="ref62">Petersen et al. (2001)</xref>; neurological examinations, routine laboratory analyses, and brain CT/MRI</td>
<td align="center" valign="top">74.46</td>
<td align="center" valign="top">34.78</td>
<td align="center" valign="top">24</td>
<td align="center" valign="top">22</td>
<td align="left" valign="top">Cognitive stimulation with episodic memory encoding and executive control training, cognitive training with theoretical strategies and external aids (e.g., calendar)</td>
<td align="left" valign="top">Routine treatment with monthly consultations with their doctor.</td>
<td align="left" valign="top">6&#x2009;months</td>
<td align="left" valign="top">120-min 2x/week</td>
<td align="left" valign="top">6-months after the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref49">Maffei et al. (2017)</xref>
</td>
<td align="left" valign="top">Italy</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">The European Consortium on Alzheimer&#x2019;s Disease Working Group on MCI.</td>
<td align="center" valign="top">74.50</td>
<td align="center" valign="top">8.85</td>
<td align="center" valign="top">55</td>
<td align="center" valign="top">58</td>
<td align="left" valign="top">Cognitive stimulation, social games, multimedia computer exercises, music therapy, movie watching and discussion, paper and pen tests, and aerobic exercise training.</td>
<td align="left" valign="top">Untreated control</td>
<td align="left" valign="top">7-month</td>
<td align="left" valign="top">8&#x2009;cycles of 18 60-min sessions, 3x/day for 3x/week, every other day from Monday to Friday. Each cycle was completed within 3&#x2009;weeks.</td>
<td align="left" valign="top">End of the intervention &#x0026; 12&#x2009;months after the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref27">Griffiths et al. (2020)</xref>
</td>
<td align="left" valign="top">Thailand</td>
<td align="left" valign="top">mNCD/MCI</td>
<td align="left" valign="top">MoCA and DSM-5 by a specialist geriatrist or a neurologist</td>
<td align="center" valign="top">NA</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">35</td>
<td align="center" valign="top">35</td>
<td align="left" valign="top">Physical movement using bamboo with music, operational therapy, and multifaceted cognitive training.</td>
<td align="left" valign="top">Untreated control</td>
<td align="left" valign="top">12&#x2009;weeks</td>
<td align="left" valign="top">2x/week</td>
<td align="left" valign="top">End of the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref74">Shimada et al. (2018)</xref>
</td>
<td align="left" valign="top">Japan</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">Subjective memory complaints on questionnaires and age-adjusted scores &#x003E;1.5 SD below the mean on any cognitive test but were functionally independent in basic ADL.</td>
<td align="center" valign="top">71.60</td>
<td align="center" valign="top">13.6</td>
<td align="center" valign="top">154</td>
<td align="center" valign="top">154</td>
<td align="left" valign="top">Dual-task training that combined physical and cognitive tasks</td>
<td align="left" valign="top">Health promotion classes in health education</td>
<td align="left" valign="top">40&#x2009;weeks</td>
<td align="left" valign="top">90-min weekly sessions</td>
<td align="left" valign="top">End of the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref17">Donnezan et al. (2018)</xref>
</td>
<td align="left" valign="top">France</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">Determined by a neuropsychologist with evidence of executive deficits</td>
<td align="center" valign="top">76.80</td>
<td align="center" valign="top">2.86</td>
<td align="center" valign="top">21</td>
<td align="center" valign="top">15</td>
<td align="left" valign="top">Simultaneous physical and cognitive training: aerobic training on bikes and cognitive training using 33 preselected games to stimulate attention, working memory, mental flexibility, inhibition, reasoning and updating.</td>
<td align="left" valign="top">Usual lifestyle with no novel physical activity or cognitive stimulation.</td>
<td align="left" valign="top">12&#x2009;weeks</td>
<td align="left" valign="top">1-h sessions 2x/week</td>
<td align="left" valign="top">End of the intervention &#x0026; at 6-months</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref37">Jeong et al. (2021)</xref>
</td>
<td align="left" valign="top">Korea</td>
<td align="left" valign="top">aMCI</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref9003">Park et al. (2017)</xref>, and clinical interview by a dementia specialist.</td>
<td align="center" valign="top">71.00</td>
<td align="center" valign="top">13.33</td>
<td align="center" valign="top">13</td>
<td align="center" valign="top">13</td>
<td align="left" valign="top">Physical activity promotion, behavior modification, and multi-task programs involving cognitive and exercise tasks.</td>
<td align="left" valign="top">Monthly educational classes</td>
<td align="left" valign="top">12&#x2009;weeks</td>
<td align="left" valign="top">90-min session 2x/week.</td>
<td align="left" valign="top">End of the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref84">Tsolaki et al. (2011)</xref>
</td>
<td align="left" valign="top">Grace</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref62">Petersen et al. (2001)</xref>, <xref ref-type="bibr" rid="ref9001">Artero et al. (2006)</xref></td>
<td align="center" valign="top">67.82</td>
<td align="center" valign="top">12.43</td>
<td align="center" valign="top">104</td>
<td align="center" valign="top">72</td>
<td align="left" valign="top">Cognitive training, cognitive stimulation, and cognitive-behavioral psychotherapeutic techniques.</td>
<td align="left" valign="top">Waitlist</td>
<td align="left" valign="top">6&#x2009;months</td>
<td align="left" valign="top">90-min sessions 3x/week</td>
<td align="left" valign="top">End of the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref42">Kurz et al. (2009)</xref>
</td>
<td align="left" valign="top">Germany</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">&#x003E; 1.5 SD below the age and education norm on &#x003E;1 domain of the CERAD neuropsychological battery, had declined from a previously higher cognitive level according to an informant, showed little or no limitations on complex ADL, and CDR&#x2009;=&#x2009;0.5.</td>
<td align="center" valign="top">70.56</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">18</td>
<td align="center" valign="top">10</td>
<td align="left" valign="top">Practical problem-solving and self-assertiveness training, relaxation techniques, stress management, cognitive training, and motor exercises. Weekly information and support group for caregivers.</td>
<td align="left" valign="top">Waitlist</td>
<td align="left" valign="top">4&#x2009;weeks</td>
<td align="left" valign="top">Weekdays from 9:00&#x2013;15:00</td>
<td align="left" valign="top">End of the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref65">Rapp et al. (2002)</xref>
</td>
<td align="left" valign="top">United States</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref61">Petersen et al. (1999)</xref>
</td>
<td align="center" valign="top">75.21</td>
<td align="center" valign="top">15.79</td>
<td align="center" valign="top">9</td>
<td align="center" valign="top">10</td>
<td align="left" valign="top">Dementia information, relaxation, and memory skills (cueing, categorization, chunking, method of loci) training</td>
<td align="left" valign="top">Untreated control</td>
<td align="left" valign="top">6&#x2009;weeks</td>
<td align="left" valign="top">2-h weekly sessions</td>
<td align="left" valign="top">End of the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref16">Delbroek et al. (2017)</xref>
</td>
<td align="left" valign="top">Belgium</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">MOCA&#x003C;26</td>
<td align="center" valign="top">87.2</td>
<td align="center" valign="top">15</td>
<td align="center" valign="top">10</td>
<td align="center" valign="top">10</td>
<td align="left" valign="top">Dual tasks that involve memory exercise and avoidance whilst walking.</td>
<td align="left" valign="top">Usual care in the nursing home</td>
<td align="left" valign="top">6&#x2009;weeks</td>
<td align="left" valign="top">18&#x2013;30&#x2009;min 2x/week.</td>
<td align="left" valign="top">End of the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref90">Yang et al. (2022)</xref>
</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref60">Petersen et al. (1997)</xref>
</td>
<td align="center" valign="top">70.19</td>
<td align="center" valign="top">8.2</td>
<td align="center" valign="top">61</td>
<td align="center" valign="top">61</td>
<td align="left" valign="top">Dietary intervention, physical training, and computerized cognitive training</td>
<td align="left" valign="top">Usual care</td>
<td align="left" valign="top">6&#x2009;months</td>
<td align="left" valign="top">Dietary intervention: six 10&#x2013;30&#x2009;min meetings 1x/3&#x2013;4&#x2009;weeks; physical exercise: 1x/week for the first month and 2x/week for the remaining months; cognitive training: 1x/week for 60&#x2013;90&#x2009;min</td>
<td align="left" valign="top">1-, 3-, and 6-months after the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref4">Bae et al. (2019)</xref>
</td>
<td align="left" valign="top">Japan</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">&#x003E; 1.5 SD below the age-and education-adjusted score for &#x003E;1 cognitive domains, MMSE &#x2265;24, no need for supervision or external assistance in performing basic ADL, no dementia.</td>
<td align="center" valign="top">75.96</td>
<td align="center" valign="top">32.53</td>
<td align="center" valign="top">41</td>
<td align="center" valign="top">42</td>
<td align="left" valign="top">Physical, cognitive, and social activities.</td>
<td align="left" valign="top">Two 90-min health education classes on oral care and nutrition.</td>
<td align="left" valign="top">6&#x2009;months</td>
<td align="left" valign="top">Sixteen 90-min sessions for each activity (48 in total), 2x/week</td>
<td align="left" valign="top">End of the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref54">Montero-Odasso et al. (2023)</xref>
</td>
<td align="left" valign="top">Canada</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">Subjective cognitive concerns, objective impairment in memory, executive function, attention, and/or language, preserved activity of daily living, no dementia.</td>
<td align="center" valign="top">73.09</td>
<td align="center" valign="top">22.74</td>
<td align="center" valign="top">69</td>
<td align="center" valign="top">34</td>
<td align="left" valign="top">Exercise and cognitive intervention</td>
<td align="left" valign="top">Balance-toning exercise, sham cognitive training, and placebo vitamin D</td>
<td align="left" valign="top">20&#x2009;weeks</td>
<td align="left" valign="top">90-min sessions 3x/week</td>
<td align="left" valign="top">End of the intervention</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref88">Xu et al. (2020)</xref>
</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">Scored 19&#x2013;21 after adjusting for years of educational (+1 point if &#x003C;6&#x2009;years) on the Montreal Cognitive Assessment Hong Kong version (HK-MoCA)</td>
<td align="center" valign="top">74.00</td>
<td align="center" valign="top">8.33</td>
<td align="center" valign="top">6</td>
<td align="center" valign="top">5</td>
<td align="left" valign="top">Cognitive training (Rummikub) and Taichi</td>
<td align="left" valign="top">Health advice</td>
<td align="left" valign="top">12&#x2009;weeks</td>
<td align="left" valign="top">60-min of cognitive training and 30&#x2009;min of Taichi 3x/week</td>
<td align="left" valign="top">3-month and 6-month</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref41">Kounti et al. (2011)</xref>
</td>
<td align="left" valign="top">Greece</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref62">Petersen et al. (2001)</xref>; <xref ref-type="bibr" rid="ref9001">Artero et al. (2006)</xref></td>
<td align="center" valign="top">69.16</td>
<td align="center" valign="top">34.09</td>
<td align="center" valign="top">29</td>
<td align="center" valign="top">29</td>
<td align="left" valign="top">RHEA: visuomotor, and verbal-kinetic dual tasks</td>
<td align="left" valign="top">Waitlist</td>
<td align="left" valign="top">20&#x2009;weeks</td>
<td align="left" valign="top">90-min 1x/week</td>
<td align="left" valign="top">6-month</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref43">Lam et al. (2015)</xref>
</td>
<td align="left" valign="top">China</td>
<td align="left" valign="top">MCI</td>
<td align="left" valign="top">International Working Group on Mild Cognitive Impairment</td>
<td align="center" valign="top">75.85</td>
<td align="center" valign="top">26.24</td>
<td align="center" valign="top">132</td>
<td align="center" valign="top">131</td>
<td align="left" valign="top">One cognitive and two types of mind&#x2013;body exercise</td>
<td align="left" valign="top">Social activities</td>
<td align="left" valign="top">12-month</td>
<td align="left" valign="top">1-h of each training</td>
<td align="left" valign="top">4-, 8-, 12-month</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Dx, diagnosis; I, Intervention; C, Comparator; MCI, mild cognitive impairment; aMCI, amnestic MCI; mNCD, mild neurocognitive disorder; SD, standard deviation; MRI, magnetic resonance imaging; CT, computed tomography.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Multimodal intervention components.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top" colspan="8">Physical training</th>
<th/>
<th align="center" valign="top">Social skills</th>
<th/>
<th/>
<th align="center" valign="top" colspan="4">Cognitive training</th>
<th align="center" valign="top" colspan="3">Cognitive stimulation</th>
<th align="center" valign="top" colspan="4">Other</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">Aerobic exercise</th>
<th align="center" valign="top">Muscle strength training</th>
<th align="center" valign="top">Postural balance</th>
<th align="center" valign="top">Physical activity promotion</th>
<th align="center" valign="top">Behavior modification</th>
<th align="center" valign="top">Psychomotor exercise</th>
<th align="center" valign="top">Recreational exercise</th>
<th align="center" valign="top">Unspecified motor training</th>
<th align="center" valign="top">Mind&#x2013;body exercise (Taichi)</th>
<th align="center" valign="top">Social interaction exercise</th>
<th align="center" valign="top">Working memory/attention</th>
<th align="center" valign="top">Visuospatial skills</th>
<th align="center" valign="top">Memory</th>
<th align="center" valign="top">Executive function</th>
<th align="center" valign="top">Semantic abilities</th>
<th align="center" valign="top">Demanding leisure activities/games</th>
<th align="center" valign="top">Compensatory techniques</th>
<th align="center" valign="top">Metacognition/cognitive self-efficacy</th>
<th align="center" valign="top">Activation of everyday life activities</th>
<th align="center" valign="top">Music therapy</th>
<th align="center" valign="top">Operational therapy</th>
<th align="center" valign="top">Lifestyle/dementia information</th>
<th align="center" valign="top">Psychotherapy</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref58">Park et al. (2019)</xref>
</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref9">Buschert et al. (2011)</xref>
</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref68">Rojas et al. (2013)</xref>
</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref49">Maffei et al. (2017)</xref>
</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref27">Griffiths et al. (2020)</xref>
</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref74">Shimada et al. (2018)</xref>
</td>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref17">Donnezan et al. (2018)</xref>
</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref37">Jeong et al. (2021)</xref>
</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref84">Tsolaki et al. (2011)</xref>
</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
<td align="center" valign="bottom">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="bottom">&#x2713;</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref42">Kurz et al. (2009)</xref>
</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref65">Rapp et al. (2002)</xref>
</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref16">Delbroek et al. (2017)</xref>
</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref90">Yang et al. (2022)</xref>
</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref4">Bae et al. (2019)</xref>
</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref54">Montero-Odasso et al. (2023)</xref>
</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref88">Xu et al. (2020)</xref>
</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref41">Kounti et al. (2011)</xref>
</td>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref43">Lam et al. (2015)</xref>
</td>
<td align="center" valign="top">&#x2713;</td>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="top">&#x2713;</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Summary of findings of multimodal interventions on primary outcomes.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Studies</th>
<th align="left" valign="top">Measures</th>
<th align="center" valign="top"><italic>g</italic></th>
<th align="left" valign="top">Results</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="4"><bold>Cognition</bold></td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref58">Park et al. (2019)</xref>
</td>
<td align="left" valign="top">Modified ADAS-cog, DST, DSST, and K-MMSE</td>
<td align="center" valign="top">0.72</td>
<td align="left" valign="top">The intervention group exhibited a significantly improved modified ADAS-cog score (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01), working memory (<italic>p</italic>&#x2009;=&#x2009;0.02), and executive function scores (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01)</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref9">Buschert et al. (2011)</xref>
</td>
<td align="left" valign="top">ADAS-cog, MMSE, TMT A &#x0026; B, and RBANS story memory &#x0026; story recall</td>
<td align="center" valign="top">0.60</td>
<td align="left" valign="top">A significant interaction between treatment and progression was found for ADAS-cog (<italic>F</italic>(1,18)&#x2009;=&#x2009;6.2, <italic>p</italic>&#x2009;=&#x2009;0.02, &#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.26), MMSE (<italic>F</italic>(1,18)&#x2009;=&#x2009;3.8, <italic>p</italic>&#x2009;=&#x2009;0.07, &#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.17), RBANS-story memory (<italic>F</italic>(1,18)&#x2009;=&#x2009;3.4, <italic>p</italic>&#x2009;=&#x2009;0.08, &#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.16), and TMT-B (<italic>F</italic>(1,18)&#x2009;=&#x2009;3.5, <italic>p</italic>&#x2009;=&#x2009;0.08, &#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.16). Main effects were found for MMSE (<italic>F</italic>(1,18)&#x2009;=&#x2009;8.5, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01, &#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.23) and RBANS story memory (<italic>F</italic>(1,18)&#x2009;=&#x2009;12.5, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01, &#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.41) and recall (<italic>F</italic>(1,18)&#x2009;=&#x2009;9.9, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01, &#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.36).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref68">Rojas et al. (2013)</xref>
</td>
<td align="left" valign="top">MMSE, CDR, Signoret&#x2019;s Memory Battery, BNT, Verbal Fluency, WAIS vocabulary, similarities, matrix reasoning, &#x0026; block design, TMT A &#x0026; B, and WAIS-III DSF and DSB</td>
<td align="center" valign="top">0.55</td>
<td align="left" valign="top">In the control group, significant differences were found in MMSE (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.002, mean change&#x2009;=&#x2009;1.77), CDR (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.02, mean change&#x2009;=&#x2009;&#x2212;0.1), recognition (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, mean change&#x2009;=&#x2009;1.29), and semantic fluency (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01, mean change&#x2009;=&#x2009;2.40). Conversion to dementia was seen in 1 trained and 3 non-trained patients at the 12-month follow-up. The trained group improved on the BNT (mean change&#x2009;=&#x2009;&#x2212;2.87, <italic>p</italic>&#x2009;=&#x2009;0.04) and semantic fluency (mean change&#x2009;=&#x2009;&#x2212;3.03, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref49">Maffei et al. (2017)</xref>
</td>
<td align="left" valign="top">ADAS-cog</td>
<td align="center" valign="top">0.55</td>
<td align="left" valign="top">A significant beneficial effect of the intervention on ADAS-cog was detected over time (difference&#x2009;=&#x2009;&#x2212;2.17, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001, 95% CI (&#x2212;0.60, 0.50))</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref27">Griffiths et al. (2020)</xref>
</td>
<td align="left" valign="top">TMT-A &#x0026; B, DST, the Verbal Fluency Test, the wordlist learning test, and Block Design</td>
<td align="center" valign="top">0.17</td>
<td align="left" valign="top">Significant improvement was seen in DST (<italic>p</italic>&#x2009;=&#x2009;0.024), letter and category fluency (<italic>p</italic>&#x2009;=&#x2009;0.001 and <italic>p</italic>&#x2009;=&#x2009;0.004, respectively), and immediate and delayed recall (<italic>p</italic>&#x2009;=&#x2009;0.001 and <italic>p</italic>&#x2009;=&#x2009;0.001, respectively). Significant differences were found in immediate and delayed recall (<italic>p</italic>&#x2009;=&#x2009;0.023 and <italic>p</italic>&#x2009;=&#x2009;0.036, respectively). Only the intervention group improved in executive function (<italic>p</italic>&#x2009;=&#x2009;0.029).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref74">Shimada et al. (2018)</xref>
</td>
<td align="left" valign="top">MMSE, WMS-R LM II, RAVT, verbal fluency letter and categorical test, and TMT</td>
<td align="center" valign="top">0.26</td>
<td align="left" valign="top">Compared with the controls, the intervention group exhibited significantly greater score changes on the MMSE (difference&#x2009;=&#x2009;0.8, <italic>p</italic>&#x2009;=&#x2009;0.012), WMS-LM II (difference&#x2009;=&#x2009;1.0, <italic>p</italic>&#x2009;=&#x2009;0.004), letter fluency (difference&#x2009;=&#x2009;3.6, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001), and category fluency (difference&#x2009;=&#x2009;2.2, <italic>p</italic>&#x2009;=&#x2009;0.002) tests, but not the RAVLT (difference&#x2009;=&#x2009;0.2, <italic>p</italic>&#x2009;=&#x2009;0.352) or the TMT (difference&#x2009;=&#x2009;0.4, <italic>p</italic>&#x2009;=&#x2009;0.350).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref17">Donnezan et al. (2018)</xref>
</td>
<td align="left" valign="top">Matrix Reasoning, the flexibility part of the Stroop Color Word test, DSF, and DSB</td>
<td align="center" valign="top">0.59</td>
<td align="left" valign="top">Performance was improved on the Matrix Reasoning (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) post-intervention. Improvement was observed in DSF (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) and DSB (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) immediately and at 6-month (DSF: <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001; DSB: <italic>p</italic>&#x2009;=&#x2009;0.0) post-intervention.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref37">Jeong et al. (2021)</xref>
</td>
<td align="left" valign="top">K-MMSE, Modified ADAS-cog, TMT A &#x0026; B, and DSST</td>
<td align="center" valign="top">0.83</td>
<td align="left" valign="top">In the intervention group, modified ADAS-cog (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), mean TMT-A (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01), and mean TMT-B (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) significantly decreased, while mean DSST (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) significantly increased. A significant group by time interaction was shown in mean TMT-A (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05), mean TMT-B (<italic>p</italic>&#x2009;=&#x2009;0.01), and mean DSST (<italic>p</italic>&#x2009;=&#x2009;0.02).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref84">Tsolaki et al. (2011)</xref>
</td>
<td align="left" valign="top">MMSE, MoCA, RBM, RAVLT, RCFT, TEA, DSST from WAIS-R, FUCAS, TMT-B, Verbal Fluency Test-FAS, BNT, and BDAE</td>
<td align="center" valign="top">0.20</td>
<td align="left" valign="top">Executive function (<italic>p</italic>&#x2009;=&#x2009;0.004), verbal memory (<italic>p</italic>&#x2009;=&#x2009;0.003), visual-constructive abilities (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.012), and general cognitive performance (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.005) improved post-intervention.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref42">Kurz et al. (2009)</xref>
</td>
<td align="left" valign="top">MMSE, CVLT, and RCFT</td>
<td align="center" valign="top">0.42</td>
<td align="left" valign="top">Both verbal and non-verbal memory scores improved (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001) in the intervention group but not in the waitlist control.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref65">Rapp et al. (2002)</xref>
</td>
<td align="left" valign="top">CERAD and four memory tasks (a word list, a grocery list, names and faces, and paragraphs).</td>
<td align="center" valign="top">&#x2212;0.20</td>
<td align="left" valign="top">No significant differences were found between groups in memory performance. The trained group had higher scores on the wordlist task delayed recall than the control group (<italic>p</italic>&#x2009;=&#x2009;0.08, <italic>R</italic><sup>2</sup>&#x2009;=&#x2009;0.11).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref16">Delbroek et al. (2017)</xref>
</td>
<td align="left" valign="top">MoCA</td>
<td align="center" valign="top">0.26</td>
<td align="left" valign="top">No changes were detected over time for either group.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref90">Yang et al. (2022)</xref>
</td>
<td align="left" valign="top">MoCA</td>
<td align="center" valign="top">1.88</td>
<td align="left" valign="top">Significant improvement was detected in the intervention group over three time points (Wald &#xAB55;<sup>2</sup> (3) =303.928, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref4">Bae et al. (2019)</xref>
</td>
<td align="left" valign="top">NCGG-FAT delayed word list recall and immediate recognition, Corsi block-tapping task, TMT A &#x0026; B, and MMSE</td>
<td align="center" valign="top">0.06</td>
<td align="left" valign="top">The intervention group had significantly greater improvements in spatial working memory (<italic>p</italic>&#x2009;=&#x2009;0.024) compared with the control group. However, MMSE, composite word memory, TMT-A, TMT-B, and SDST scores showed no significant between-group differences following the intervention.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref54">Montero-Odasso et al. (2023)</xref>
</td>
<td align="left" valign="top">ADAS-cog 13</td>
<td align="center" valign="top">0.67</td>
<td align="left" valign="top">A combination of exercise regime and cognitive training significantly improved the ADAS-cog-13 compared with the active control (mean difference&#x2009;=&#x2009;&#x2212;2.52, 95%CI&#x2009;=&#x2009;[&#x2212;4.09, &#x2212;0.94], <italic>p</italic>&#x2009;=&#x2009;0.002).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref88">Xu et al. (2020)</xref>
</td>
<td align="left" valign="top">ADAS-cog and MOCA</td>
<td align="center" valign="top">0.15</td>
<td align="left" valign="top">No group x time interaction was noted favoring the cognitive-physical intervention group.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref41">Kounti et al. (2011)</xref>
</td>
<td align="left" valign="top">MMSE, FUCAS, WSCT, TEA, WAIS-R, RAVLT, RCFT, BNT, and verbal fluency</td>
<td align="center" valign="top">0.19</td>
<td align="left" valign="top">The intervention group differed from the control in changes in general cognitive performance (MMSE) (<italic>p</italic>&#x2009;=&#x2009;0.047), speed of selective visual<break/>attention (TEA) (<italic>p&#x2009;=</italic> 0.002), visuospatial constructional<break/>(copying) abilities (ROCFT-C) (<italic>p&#x2009;=</italic> 0.013) and verbal fluency<break/>(FAS) (<italic>p&#x2009;=</italic> 0.015).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref43">Lam et al. (2015)</xref>
</td>
<td align="left" valign="top">ADAS-cog, CMMSE, delayed recall, CVFT</td>
<td align="center" valign="top">0.10</td>
<td align="left" valign="top">The integrated cognitive and physical exercise group showed greater improvements in CVFT (time &#x00D7; intervention effects, &#x03C7;<sup>2</sup>&#x2009;=&#x2009;23.38, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001).</td>
</tr>
<tr>
<td align="left" valign="top" colspan="4"><bold>Mood</bold></td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref58">Park et al. (2019)</xref>
</td>
<td align="left" valign="top">SGDS-K</td>
<td align="center" valign="top">0.59</td>
<td align="left" valign="top">The intervention group exhibited significantly improved depressive symptoms (<italic>p</italic>&#x2009;=&#x2009;0.02).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref9">Buschert et al. (2011)</xref>
</td>
<td align="left" valign="top">MADRS</td>
<td align="center" valign="top">0.64</td>
<td align="left" valign="top">A significant group by time interaction was found (<italic>F</italic>(1,18)&#x2009;=&#x2009;8.8, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01, &#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.33).</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref37">Jeong et al. (2021)</xref>
</td>
<td align="left" valign="top">SGDS-K</td>
<td align="center" valign="top">0.81</td>
<td align="left" valign="top">A significant group-by-time interaction was shown (<italic>p</italic>&#x2009;=&#x2009;0.01)</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref42">Kurz et al. (2009)</xref>
</td>
<td align="left" valign="top">BDI</td>
<td align="center" valign="top">0.98</td>
<td align="left" valign="top">The depression score lowered by 50% (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) in the intervention group but not in the waitlist control</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref90">Yang et al. (2022)</xref>
</td>
<td align="left" valign="top">GDS</td>
<td align="center" valign="top">0.85</td>
<td align="left" valign="top">Significant improvement was detected in the intervention group over three time points on depressive symptoms (Wald &#xAB55;<sup>2</sup> (3)&#x2009;=&#x2009;126.102, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01)</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref4">Bae et al. (2019)</xref>
</td>
<td align="left" valign="top">GDS</td>
<td align="center" valign="top">0.19</td>
<td align="left" valign="top">No observed differences in GDS score.</td>
</tr>
<tr>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref88">Xu et al. (2020)</xref>
</td>
<td align="left" valign="top">GDS-15 and GAS</td>
<td align="center" valign="top">1.86</td>
<td align="left" valign="top">Group &#x00D7; time interaction was found to favor the cognitive-physical intervention group (<italic>p</italic>&#x2009;=&#x2009;0.026) over nurse-led risk factor modification and health advice in reducing anxiety but not depressive symptoms.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>ADAS-cog, Alzheimer&#x2019;s Disease Assessment Scale-Cognitive Subscale; DST, Digit Span Test; DSST, Digit Symbol Substitution Test; RBANS, Repeatable Battery for the Assessment of Neuropsychological Status; MMSE, Mini-Mental Status Exam; K-MMSE, Korean version of MMSE; CMMSE, Chinese version of MMSE; TMT, Trail Making Test; RBM, Rivermead Behavioral Memory Test; CDR, Clinical Dementia Rating; BNT, Boston Naming Test; WAIS, Wechsler Adult Intelligence Scale; DSF, Digit Span Forward; DSB, Digit Span Backward; MoCA, Montreal Cognitive Assessment; WMS-R, Weschler Memory Scale-Revised; LM, Logical Memory; RAVLT, Rey Auditory Verbal Learning Test; RCFT, Rey-Osterrieth Complex Figure Test-Delayed Recall; TEA, Test of Everyday Attention; WAIS-R, WAIS Revised; FUCAS, Functional Cognitive Assessment Scale; BDAE, Boston Diagnostic Aphasia Examination; CVLT, California Verbal Learning Test; CERAD, Consortium for the Registry of Alzheimer&#x2019;s Disease; RAVLT, Rey Auditory Verbal Learning Test; CVFT, category verbal fluency test; NCGG-FAT, National Center for Geriatrics and Gerontology-Functional Assessment Tool; GDS, Geriatric Depression Scale; SGDS-K, Korean version of the short GDS; MADRS, Montgomery-Asberg Depression Rating Scale; BDI, Beck Depression Inventory; GAS, Geriatric Anxiety Scale.</p>
</table-wrap-foot>
</table-wrap>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p><bold>(A)</bold> Forest plot for cognition outcomes. <bold>(B)</bold> Forest plot for mood outcomes.</p>
</caption>
<graphic xlink:href="fnagi-16-1390699-g002.tif"/>
</fig>
<p>According to the AMSTAR 2 guidelines, studies with a high risk of bias were excluded from the meta-analysis. The overall systematic review and meta-analysis were rated as &#x201C;high quality&#x201D; in AMSTAR 2 (<xref ref-type="bibr" rid="ref72">Shea et al., 2017</xref>).</p>
</sec>
</sec>
<sec id="sec21">
<label>2.7</label>
<title>Heterogeneity</title>
<p>Between-study variance, &#x01AC;au<sup>2</sup>, was calculated through total variance (Cochrane&#x2019;s Q), which denotes the squared deviations of each study from the combined mean, and the degrees of freedom (df). Due to the small sample size and heterogeneity across study populations, the random effects model with maximum likelihood (<xref ref-type="bibr" rid="ref7">Borenstein et al., 2007</xref>) was employed to compute the heterogeneity and combined effect of the studies. For cognition, the aggregated model was used to indicate heterogeneity attributed to the variance across studies. In addition, to account for the impact of sample size on Q, we calculated the total proportion of variance owing to heterogeneity (I<sup>2</sup>) for each outcome (<xref ref-type="bibr" rid="ref32">Higgins et al., 2013</xref>). In general, I<sup>2</sup> categorizes results into low (25%), moderate (50%), or substantial (75%) heterogeneity. The analyses were performed on <italic>Metafor</italic> (<xref ref-type="bibr" rid="ref86">Viechtbauer, 2010</xref>).</p>
</sec>
<sec id="sec22">
<label>2.8</label>
<title>Publication bias</title>
<p>Publication bias generally refers to the probability of bias stemming from unpublished results of studies with non-significant data (<xref ref-type="bibr" rid="ref6">Borenstein et al., 2009</xref>). A common way of assessing publication bias is through the level of symmetry of a funnel plot, which depicts the relationship between effect sizes and standard error in each study. Because small studies are more likely to generate non-significant results and have a larger standard error, they are less likely to be published. The funnel plot inverted the y-axis (standard error) to position these smaller studies at the bottom while placing the larger ones on the top. Thus, the top of the funnel should distribute closely to the mean effect size whereas the bottom should scatter heavily on both the left and right sides (the shape of a funnel) when there is no publication bias. Aside from the graph, we also used the modified Egger&#x2019;s regression test by Pustejovsky (<xref ref-type="bibr" rid="ref19">Egger et al., 1997</xref>; <xref ref-type="bibr" rid="ref63">Pustejovsky and Rodgers, 2019</xref>) to assess asymmetry of the funnel plots incorporating the standard error of between group SMD using the following formula: <inline-formula>
<mml:math id="M5">
<mml:mi>S</mml:mi>
<mml:msub>
<mml:mi>E</mml:mi>
<mml:mrow>
<mml:mo>&#x2217;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mi>M</mml:mi>
<mml:msub>
<mml:mi>D</mml:mi>
<mml:mi mathvariant="italic">between</mml:mi>
</mml:msub>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msqrt>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mn>1</mml:mn>
</mml:msub>
<mml:msub>
<mml:mi>n</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfrac>
</mml:msqrt>
</mml:math>
</inline-formula>. The resulting value is equivalent to a z-score with a similar rejection range above 1.96 or below &#x2212;1.96 for a significance level below 0.05. These tests were all performed through <italic>Metafor</italic> and <italic>Dmetar</italic> (<xref ref-type="bibr" rid="ref86">Viechtbauer, 2010</xref>; <xref ref-type="bibr" rid="ref29">Harrer et al., 2021</xref>) in R (<xref ref-type="bibr" rid="ref64">R Core Team, 2014</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec23">
<label>3</label>
<title>Results</title>
<sec id="sec24">
<label>3.1</label>
<title>Study selection</title>
<p>A total of 482 results were identified after a systematic search of PubMed (<italic>k</italic>&#x2009;=&#x2009;126), Embase (<italic>k</italic>&#x2009;=&#x2009;106), and Cochrane Library database (<italic>k</italic>&#x2009;=&#x2009;250). Among them, 105 duplicates were removed prior to screening, which yielded 377 results for review. A preliminary abstract/title review excluded 356 articles, of which the majority were study protocols or interventions targeting combined MCI and dementia populations. In the remaining 21 reports, 10 were excluded after a full-text review. A list of excluded reports was provided in <xref ref-type="supplementary-material" rid="SM1">Supplementary material C</xref>. Specifically, three studies were excluded due to a lack of multimodal intervention. Two studies used comparative effectiveness analysis. In addition, four studies were excluded because the group receiving multimodal interventions was not directly compared to the double-sham control group but to other single-modal interventions, and one study lacked randomized groups. In the end, 11 clinical trials were included from the databases for review.</p>
<p>Manual citation searching from previous literature reviews (<xref ref-type="bibr" rid="ref12">Chandler et al., 2016</xref>; <xref ref-type="bibr" rid="ref38">Karssemeijer et al., 2017</xref>; <xref ref-type="bibr" rid="ref25">Gheysen et al., 2018</xref>; <xref ref-type="bibr" rid="ref24">Gavelin et al., 2021</xref>; <xref ref-type="bibr" rid="ref28">Han et al., 2022</xref>; <xref ref-type="bibr" rid="ref53">Meng et al., 2022</xref>) found 28 results that did not overlap with the primary database search. After abstract/title screening, 12 remained for full-text screening. Of those clinical trials, two multi-group studies with no direct comparison between the multimodal and control groups, one study with a wrong comparator (i.e., the control group received mixed interventions), and one report with a mixed sample of MCI and dementia patients were removed. As a result, eight studies were included in the final review. A detailed PRISMA 2020 flowchart is demonstrated in <xref ref-type="fig" rid="fig3">Figure 3</xref> (<xref ref-type="bibr" rid="ref57">Page et al., 2021b</xref>).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>PRISMA flow diagram.</p>
</caption>
<graphic xlink:href="fnagi-16-1390699-g003.tif"/>
</fig>
</sec>
<sec id="sec25">
<label>3.2</label>
<title>Overview</title>
<p>Overall, 19 journal articles were eligible for the final review, and 18 were included in the meta-analysis. One report (<xref ref-type="bibr" rid="ref83">Troyer et al., 2008</xref>) was excluded due to the high risk of bias (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Of these, 18 reports of cognition (<italic>n</italic>&#x2009;=&#x2009;1,555, mean age&#x2009;=&#x2009;73.54&#x2009;years old) and seven reports of mood (<italic>n</italic>&#x2009;=&#x2009;343, mean age&#x2009;=&#x2009;72.08&#x2009;years old) were identified. A few reports failed to include an effect size or a <italic>p</italic> value for nonsignificant results, for which certain outcomes were not included in data extraction.</p>
<p>Participants&#x2019; mean ages were obtained from baseline characteristics for most of the studies except for <xref ref-type="bibr" rid="ref27">Griffiths et al. (2020)</xref>, which only included the number of participants in two age groups (60&#x2013;69&#x2009;years) and (70&#x2013;79&#x2009;years). Mean ages ranged from 67.82 to 87.20 with a standard deviation of 4.26. The attrition rate ranged from 0 to 34.78% with three studies (<xref ref-type="bibr" rid="ref41">Kounti et al., 2011</xref>; <xref ref-type="bibr" rid="ref68">Rojas et al., 2013</xref>; <xref ref-type="bibr" rid="ref4">Bae et al., 2019</xref>) reporting above 30% dropout rates at the end of the intervention. Details regarding age, attrition rate, intervention methods, sample size, country, and follow-up durations are presented in <xref ref-type="table" rid="tab1">Table 1</xref>.</p>
</sec>
<sec id="sec26">
<label>3.3</label>
<title>Risk of bias</title>
<p>Some concerns were reported for most of the studies due to the lack of published protocols for a proper comparison between the actual analysis and an analysis plan before unblinded outcome data were available (Domain 5). Other common concerning criteria included whether participants were aware of their assigned intervention during the trial (Domain 2) and whether the allocation sequence was concealed from participants until enrollment (Domain 1). <xref ref-type="bibr" rid="ref49">Maffei et al. (2017)</xref>, <xref ref-type="bibr" rid="ref43">Lam et al. (2015)</xref>, <xref ref-type="bibr" rid="ref88">Xu et al. (2020)</xref>, and <xref ref-type="bibr" rid="ref54">Montero-Odasso et al. (2023)</xref> were the only studies that explicitly stated that participants were not informed of their group assignment until the beginning of the intervention. <xref ref-type="bibr" rid="ref83">Troyer et al. (2008)</xref>&#x2019;s randomization process (Domain 1) was rated &#x201C;high risk&#x201D; due to missing information regarding allocation concealment and significant group differences favoring the control group on cognitive functioning at baseline. Therefore, the study was not included in the final meta-analysis. In the end, only two studies (<xref ref-type="bibr" rid="ref43">Lam et al., 2015</xref>; <xref ref-type="bibr" rid="ref54">Montero-Odasso et al., 2023</xref>) received an overall rating of &#x201C;low risk.&#x201D;</p>
</sec>
<sec id="sec27">
<label>3.4</label>
<title>Heterogeneity</title>
<p>In general, heterogeneity was low for mood (&#x01AC;au<sup>2</sup>&#x2009;=&#x2009;0.046, Q(7)&#x2009;=&#x2009;10.33, <italic>p</italic>&#x2009;=&#x2009;0.17, I<sup>2</sup> =&#x2009;29.7%) and minimum-low for the aggregated cognition outcomes (&#x01AC;au<sup>2</sup>&#x2009;=&#x2009;0.040, Q(17)&#x2009;=&#x2009;21.71, <italic>p</italic>&#x2009;=&#x2009;0.20, I<sup>2</sup> =&#x2009;21.7%). Study characteristics such as sample size, education, frequency of intervention, and intervention modalities might serve as potential sources of heterogeneity. Heterogeneity as indicated by I<sup>2</sup> represented between-study variability regardless of the number of studies. In this case, studies involving either mood or cognition outcomes only differed by sampling error, which did not appear to impact the overall aggregated meta-analysis model.</p>
</sec>
<sec id="sec28">
<label>3.5</label>
<title>Publication bias</title>
<p>Egger&#x2019;s test with adjustment did not indicate asymmetry in the funnel plot for cognition (bias&#x2009;=&#x2009;&#x2212;1.59, intercept =0.62, <italic>t</italic>(16)&#x2009;=&#x2009;&#x2212;1.29, <italic>p</italic>&#x2009;=&#x2009;0.216) or mood (bias&#x2009;=&#x2009;0.46, intercept&#x2009;=&#x2009;0.51, <italic>t</italic>(6)&#x2009;=&#x2009;0.37, <italic>p</italic>&#x2009;=&#x2009;0.727), which reflects the absence of publication bias in both outcomes (<xref ref-type="fig" rid="fig4">Figures 4</xref>, <xref ref-type="fig" rid="fig5">5</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Funnel plot for cognition outcomes.</p>
</caption>
<graphic xlink:href="fnagi-16-1390699-g004.tif"/>
</fig>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Funnel plot for mood outcomes.</p>
</caption>
<graphic xlink:href="fnagi-16-1390699-g005.tif"/>
</fig>
</sec>
<sec id="sec29">
<label>3.6</label>
<title>Primary outcomes</title>
<sec id="sec30">
<label>3.6.1</label>
<title>Cognition</title>
<p>Overall, the average effect sizes for cognition ranged from &#x2212;0.20 (<xref ref-type="bibr" rid="ref65">Rapp et al., 2002</xref>) to 1.88 (<xref ref-type="bibr" rid="ref90">Yang et al., 2022</xref>). The pooled effect size was small to medium (<italic>g</italic>&#x2009;=&#x2009;0.44, 95% CI&#x2009;=&#x2009;[0.21&#x2013;0.67]). Notably, <xref ref-type="bibr" rid="ref65">Rapp et al. (2002)</xref> and <xref ref-type="bibr" rid="ref88">Xu et al. (2020)</xref> were the only two studies that reported no differential cognitive improvement between groups. In addition, minimal to small improvement was found in four reports (<xref ref-type="bibr" rid="ref41">Kounti et al., 2011</xref>; <xref ref-type="bibr" rid="ref43">Lam et al., 2015</xref>; <xref ref-type="bibr" rid="ref4">Bae et al., 2019</xref>; <xref ref-type="bibr" rid="ref88">Xu et al., 2020</xref>), small to medium effect (0.20&#x2009;&#x003C;&#x2009;<italic>d</italic>&#x2009;&#x003C;&#x2009;0.50) was found in five reports (<xref ref-type="bibr" rid="ref42">Kurz et al., 2009</xref>; <xref ref-type="bibr" rid="ref84">Tsolaki et al., 2011</xref>; <xref ref-type="bibr" rid="ref16">Delbroek et al., 2017</xref>; <xref ref-type="bibr" rid="ref74">Shimada et al., 2018</xref>; <xref ref-type="bibr" rid="ref27">Griffiths et al., 2020</xref>), and medium to large effect (0.50&#x2009;&#x003C;&#x2009;<italic>d</italic>&#x2009;&#x003C;&#x2009;0.80) was reported in six studies (<xref ref-type="bibr" rid="ref9">Buschert et al., 2011</xref>; <xref ref-type="bibr" rid="ref68">Rojas et al., 2013</xref>; <xref ref-type="bibr" rid="ref49">Maffei et al., 2017</xref>; <xref ref-type="bibr" rid="ref17">Donnezan et al., 2018</xref>; <xref ref-type="bibr" rid="ref58">Park et al., 2019</xref>; <xref ref-type="bibr" rid="ref54">Montero-Odasso et al., 2023</xref>). Large effects (<italic>d</italic>&#x2009;&#x003E;&#x2009;0.80) were demonstrated in the two latest studies that were both conducted in Asia (<xref ref-type="bibr" rid="ref37">Jeong et al., 2021</xref>; <xref ref-type="bibr" rid="ref90">Yang et al., 2022</xref>).</p>
</sec>
<sec id="sec31">
<label>3.6.2</label>
<title>Mood</title>
<p>The pooled effect size for mood was medium to large (<italic>g</italic>&#x2009;=&#x2009;0.65, 95% CI&#x2009;=&#x2009;[0.37&#x2013;0.93]). While mood was commonly measured at baseline to examine group balance post randomization, it was not used as an outcome throughout follow-ups. Among all the included studies, depression was the only outcome evaluated post-intervention except for <xref ref-type="bibr" rid="ref88">Xu et al. (2020)</xref>, which demonstrated a higher reduction (<italic>p</italic>&#x2009;=&#x2009;0.026) in anxiety with multimodal interventions. Notably, the study did not find any benefits of multimodal intervention in reducing depression. Effects sizes ranged from 0 (<xref ref-type="bibr" rid="ref88">Xu et al., 2020</xref>) to 0.98 (<xref ref-type="bibr" rid="ref42">Kurz et al., 2009</xref>) for depressive symptoms and large (<italic>g</italic>&#x2009;=&#x2009;1.86) for anxiety.</p>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="sec32">
<label>4</label>
<title>Discussion</title>
<p>The purpose of this systematic review and meta-analysis was to summarize and synthesize results from current literature on the effects of multimodal cognitive and behavioral interventions on cognition and mood for pwMCI. A systematic search of three databases (PubMed, Embase, and Cochrane Library) and reference lists revealed 18 journal articles for the review (<xref ref-type="fig" rid="fig3">Figure 3</xref>). Unfortunately, most studies involved some risk of bias according to the RoB2 Cochrane analysis tool for parallel (<xref ref-type="fig" rid="fig1">Figure 1</xref>) designs due to a lack of statistical plans in a preexisting protocol or missing the blinding process. These standards are high, however, for behavioral trials. Behavioral trials have only recently adopted standards regarding registration of protocols and data analysis plans. Such standards have historically been &#x2018;optional&#x2019; for behavioral trials while regulatory organizations (e.g., the Food and Drug Administration) have required them for medication trials. Similarly, blinding is a real challenge for behavioral trials. It is impossible to blind a person to treatment when that treatment requires active engagement in physical exercise, cognitive training, psychotherapy, or the like. Rather, behavioral trials must attempt to be contended with expectancy (aka placebo) and practice effects by using active control groups and/or contact-time controls as was done in a few of the trials described above. Our preference for &#x2018;untreated&#x2019; controls in systematic reviews and meta-analyses may therefore invite higher estimates of bias in behavioral studies. All the studies included cognition as an outcome variable while seven studies reported findings on mood. Results indicated low heterogeneity in cognition even after nesting outcomes within studies and in mood. Funnel plots and the adjusted Egger&#x2019;s test both supported the lack of publication bias in both outcomes. However, since there were fewer than 10 reports for mood, the results might not obtain sufficient power.</p>
<p>Overall, multimodal cognitive and behavioral interventions for pwMCI had a small to medium effect (<italic>k</italic>&#x2009;=&#x2009;18, <italic>g</italic>&#x2009;=&#x2009;0.41, 95% CI&#x2009;=&#x2009;[0.21&#x2013;0.67]) on cognition. Due to the complexity and diversity of cognitive outcomes, effect sizes were aggregated from available cognitive scores. Therefore, a <italic>post hoc</italic> analysis of focused cognitive domains was conducted. Specifically, global cognition improved in most of the studies (<italic>k</italic>&#x2009;=&#x2009;14) except for <xref ref-type="bibr" rid="ref16">Delbroek et al. (2017)</xref>, <xref ref-type="bibr" rid="ref88">Xu et al. (2020)</xref>, and <xref ref-type="bibr" rid="ref4">Bae et al. (2019)</xref>. A subgroup meta-analysis demonstrated a small-moderate effect on global cognition (<italic>k</italic>&#x2009;=&#x2009;14, <italic>g</italic>&#x2009;=&#x2009;0.31, 95% CI&#x2009;=&#x2009;[0.09, 0.52]) (<xref ref-type="fig" rid="fig6">Figure 6A</xref>). However, benefits observed by the end of treatment might not be preserved in the long term. In the follow-up study <xref ref-type="bibr" rid="ref10">Buschert et al. (2012)</xref> noted that the significant main effect of MMSE (<italic>F</italic>(1,18)&#x2009;=&#x2009;8.50, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01,&#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.23) observed in <xref ref-type="bibr" rid="ref9">Buschert et al. (2011)</xref> mitigated at 15-month and 28-month (<italic>F</italic>(1,16)&#x2009;=&#x2009;4.91, <italic>p</italic>&#x2009;=&#x2009;0.041, &#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.23) while ADAS-cog stably improved (<italic>F</italic>(1,18)&#x2009;=&#x2009;6.38, <italic>p</italic>&#x2009;=&#x2009;0.021, &#x03B7;<sup>2</sup>&#x2009;=&#x2009;0.26).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p><bold>(A)</bold> Forest plot for global cognition. <bold>(B)</bold> Forest plot for executive function. <bold>(C)</bold> Forest plot for verbal memory. <bold>(D)</bold> Forest plot for non-verbal memory. <bold>(E)</bold> Forest plot for visuospatial ability. <bold>(F)</bold> Forest plot for semantic fluency.</p>
</caption>
<graphic xlink:href="fnagi-16-1390699-g006a.tif"/>
<graphic xlink:href="fnagi-16-1390699-g006b.tif"/>
</fig>
<p>Verbal (<italic>k</italic>&#x2009;=&#x2009;8) and non-verbal memory (<italic>k</italic>&#x2009;=&#x2009;2) were also commonly measured. Similarly, small-moderate effects were found in each domain (verbal memory (<italic>g</italic>&#x2009;=&#x2009;0.20, 95% CI&#x2009;=&#x2009;[&#x2212;0.03, 0.44]) and non-verbal memory (<italic>g</italic>&#x2009;=&#x2009;0.45, 95% CI&#x2009;=&#x2009;[&#x2212;0.24, 1.15])). See <xref ref-type="fig" rid="fig6">Figures 6C</xref>,<xref ref-type="fig" rid="fig6">D</xref>. In general, almost all the studies that included cognitive training also included memory as one of the major targeted training domains. Therefore, it was not surprising to observe improvement in verbal and nonverbal memory tests across studies with only one exception (<xref ref-type="bibr" rid="ref68">Rojas et al., 2013</xref>). Nevertheless, instead of traditional memory training, <xref ref-type="bibr" rid="ref68">Rojas et al. (2013)</xref> emphasized episodic memory encoding strategies via visual imagery, semantic knowledge, and executive control. This approach was commonly used to improve the speed of processing, attention, and useful memory instead of verbal memory. Aside from cognitive stimulation, cognitive training provided in this intervention involved theoretically motivated cognitive strategies to improve metacognition and self-efficacy in taking control of cognition. Thus, while the authors did not explain the lack of improvement of verbal memory, a potential reason might be related to the reduced capability to sufficiently exploit learned memory skills due to declined executive function and semantic ability.</p>
<p>Benefits on other cognitive domains have also been demonstrated repeatedly across studies (e.g., executive function (<italic>k</italic>&#x2009;=&#x2009;9, <italic>g</italic>&#x2009;=&#x2009;0.30, 95% CI&#x2009;=&#x2009;[0.09, 0.51]) and visuospatial skills (<italic>k</italic>&#x2009;=&#x2009;4, <italic>g</italic>&#x2009;=&#x2009;0.28, 95% CI&#x2009;=&#x2009;[&#x2212;0.25, 0.81])). See <xref ref-type="fig" rid="fig6">Figures 6B</xref>,<xref ref-type="fig" rid="fig6">E</xref>. Training using dual-task games (e.g., playing memory games while pedaling) revealed significant improvements in executive function including speed of processing, reasoning, and inhibition. For example, <xref ref-type="bibr" rid="ref37">Jeong et al. (2021)</xref> asked participants to complete cognitive tasks such as speaking and counting while doing fifty-minute of aerobic exercises and found improvement in processing speed, particularly in fast switching between letters and numbers (TMT-B; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01) or matching symbols to numbers according to a key (Digit Symbol Substitution Test; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). The authors attributed this improvement to increased regular physical exercises and argued that changes in executive function were important for dementia prevention because both executive function and attention were significant predictors of AD in pwMCI (<xref ref-type="bibr" rid="ref36">Jacobs et al., 1995</xref>).</p>
<p>Verbal fluency measured through semantic and category fluency tests was the domain with the lowest pooled effect size compared to other domains (<italic>g</italic>&#x2009;=&#x2009;0.45, 95% CI&#x2009;=&#x2009;[0.18, 0.73]) (<xref ref-type="fig" rid="fig6">Figure 6F</xref>). Among the studies that assessed changes in verbal fluency and confrontational naming, two (<xref ref-type="bibr" rid="ref74">Shimada et al., 2018</xref>; <xref ref-type="bibr" rid="ref27">Griffiths et al., 2020</xref>) reported significant improvements while one noted comparable changes in both groups (<xref ref-type="bibr" rid="ref68">Rojas et al., 2013</xref>; control: mean change&#x2009;=&#x2009;2.40, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01; intervention: mean change&#x2009;=&#x2009;2.40, <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01). Similar to executive function, lower verbal fluency scores in older adults with MCI could predict progression to AD. Thus, while only a few studies investigated the interaction between group and time (<xref ref-type="bibr" rid="ref41">Kounti et al., 2011</xref>; <xref ref-type="bibr" rid="ref43">Lam et al., 2015</xref>; <xref ref-type="bibr" rid="ref74">Shimada et al., 2018</xref>), the superior beneficial effects supported the importance of multimodal intervention in delaying AD progression. However, a longitudinal follow-up is still warranted in these domains.</p>
<p>The pooled effect sizes of mood were medium to large (<italic>k</italic>&#x2009;=&#x2009;7, <italic>g</italic>&#x2009;=&#x2009;0.65, 95% CI&#x2009;=&#x2009;[0.37&#x2013;0.93]). Two studies found no significant improvements in depressive symptoms (<xref ref-type="bibr" rid="ref4">Bae et al., 2019</xref>; <xref ref-type="bibr" rid="ref88">Xu et al., 2020</xref>). Notably, the improvement in mood observed in <xref ref-type="bibr" rid="ref9">Buschert et al. (2011)</xref> was not seen at either the 15- or 28-month follow-up (<xref ref-type="bibr" rid="ref10">Buschert et al., 2012</xref>). While multiple potential explanations were postulated by the authors, social engagement in the controls seemed to play an essential role in the studies that failed to demonstrate changes in depressive symptoms. For example, after providing group-based health education classes to the control group, <xref ref-type="bibr" rid="ref4">Bae et al. (2019)</xref> found no between group differences in mood at the end of the intervention, which might be related to increased social engagement in both groups. <xref ref-type="bibr" rid="ref90">Yang et al. (2022)</xref> also mentioned the comforting and supportive environment group-based interventions have provided to the patients, which might also benefit their mood symptoms. Aside from social connections, using elements of psychotherapy also appeared to improve mood in pwMCI. For instance, <xref ref-type="bibr" rid="ref42">Kurz et al. (2009)</xref> offered extensive psychotherapy training including self-assertiveness and stress management and found a 50% reduction of depressive symptoms in the intervention group with a large effect size (<italic>g</italic>&#x2009;=&#x2009;0.98). Another factor that might assist in explaining the variable results in mood was concentration difficulties. Items regarding concentration and activity level were commonly presented in depression scales, which could in turn be affected by existing cognitive deficits. Thus, <xref ref-type="bibr" rid="ref9">Buschert et al. (2011)</xref> removed these items from their analysis and indicated that an improvement in depression might also improve the speed of processing or sustained attention. While depression improvement was not clinically significant in several reports, studies suggested that it might reflect enhancement of self-esteem and well-being, which can further benefit cognitive performance (<xref ref-type="bibr" rid="ref9">Buschert et al., 2011</xref>).</p>
<sec id="sec33">
<label>4.1</label>
<title>Clinical implications</title>
<p>In the past decade, clinical trials on pharmacological interventions have not demonstrated improvement in cognition for pwMCI (<xref ref-type="bibr" rid="ref81">Str&#x00F6;hle et al., 2015</xref>; <xref ref-type="bibr" rid="ref20">Fink et al., 2018</xref>). While the FDA has recently approved Aducanumab for early stages of AD, findings did not support cognitive benefits in pwMCI (<xref ref-type="bibr" rid="ref40">Knopman et al., 2021</xref>). Even in RCTs that showed cognitive improvement of donepezil (SMD&#x2009;=&#x2009;-0.90), the benefit was rather subtle (1 point between group difference on the 89-item ADAS-cog scale) (<xref ref-type="bibr" rid="ref18">Doody et al., 2009</xref>). In addition, research has emphasized the frequent treatment-emergent adverse events such as diarrhea, nausea, abnormal dreams, and even increased mortality in the treatment group (<xref ref-type="bibr" rid="ref87">Winblad et al., 2008</xref>; <xref ref-type="bibr" rid="ref18">Doody et al., 2009</xref>). A meta-analysis of 41 RCTs has suggested small to moderate effect sizes of cholinesterase inhibitors on cognitive function (SMD&#x2009;=&#x2009;0.10&#x2013;0.46) (<xref ref-type="bibr" rid="ref14">Cooper et al., 2013</xref>). Thus, results from this meta-analysis showed generally comparable or larger effects of multimodal nonpharmacological interventions on cognition and mood, which are consistent with previous reports (<xref ref-type="bibr" rid="ref73">Sherman et al., 2017</xref>) and further supported the utility of these interventions to maintain functionality and facilitate adjustment to cognitive changes.</p>
</sec>
<sec id="sec34">
<label>4.2</label>
<title>Limitations of the studies</title>
<p>Studies failed to mention the race and ethnicity of participants, mainly due to the homogeneity of the populations. Impacts of racial/ethnic background on the effects of multimodal or single-modal interventions have not yet been studied. Another limitation of the studies pertains to the absence of control of repeated measure effects except for <xref ref-type="bibr" rid="ref42">Kurz et al. (2009)</xref>. Because most interventions were conducted within a short time frame, a repeated testing effect at the end of the intervention, especially in cognitive tasks, might have mediated the observed changes post-intervention (<xref ref-type="bibr" rid="ref67">Roediger and Payne, 1982</xref>). Furthermore, only one report included dementia conversion rate as an outcome (<xref ref-type="bibr" rid="ref68">Rojas et al., 2013</xref>). Conversion to dementia was seen in one trained and three non-trained patients at the 12-month follow-up, and significant declines in global cognition were seen in the non-trained group at the six-month follow-up assessment (<xref ref-type="bibr" rid="ref68">Rojas et al., 2013</xref>). However, since the conversion rate was low in both groups and no significant improvement was observed in the intervention group immediately after the intervention, the results need further examination to determine whether long-term effects were present. Thus, a longitudinal analysis of whether these multimodal interventions have delayed dementia progression is needed.</p>
<p>The <xref ref-type="bibr" rid="ref90">Yang et al. (2022)</xref> study was found to be an outlier on the Funnel plot, indicating potential heterogeneity/publication bias. Findings in the study suggested significant cognitive improvement in the intervention group but a decline in untreated controls. Despite observed deviations from other studies, further evaluation of study population, methodology, interventions, and outcomes did not demonstrate evidence of bias or poor data quality. Therefore, we speculated that the distinctive results might stem from the relatively intense schedule for a long intervention period (6&#x2009;months). The study was also unique in its short and frequent follow-ups (1-, 3-, and 6-month follow-ups). However, these hypotheses might not completely explain the reason for the deviation, and the results of <xref ref-type="bibr" rid="ref90">Yang et al. (2022)</xref> should be interpreted with caution.</p>
</sec>
<sec id="sec35">
<label>4.3</label>
<title>Limitations of the review</title>
<p>One of the limitations of this review is the lack of consensus in MCI diagnostic criteria across reports. Most studies included older adults with an MCI diagnosis regardless of subtype. However, four reports included only single or multidomain aMCI (<xref ref-type="bibr" rid="ref9">Buschert et al., 2011</xref>; <xref ref-type="bibr" rid="ref58">Park et al., 2019</xref>; <xref ref-type="bibr" rid="ref37">Jeong et al., 2021</xref>) and one used the term mNCD and MCI interchangeably (<xref ref-type="bibr" rid="ref27">Griffiths et al., 2020</xref>). Additionally, this study did not investigate the effects of different modes of delivery (simultaneous vs. sequential). Sequential designs were defined as delivering intervention modalities in separate sessions during the same period (e.g., exercise followed by cognitive training). In contrast, simultaneous designs were usually delivered by asking participants to perform certain cognitive tasks while exercising at the same time or by using exergaming. Most of the interventions in the current review delivered different modalities through a sequential design whereas several dual-task trainings were administered using exergaming (<xref ref-type="bibr" rid="ref16">Delbroek et al., 2017</xref>; <xref ref-type="bibr" rid="ref17">Donnezan et al., 2018</xref>; <xref ref-type="bibr" rid="ref74">Shimada et al., 2018</xref>; <xref ref-type="bibr" rid="ref58">Park et al., 2019</xref>). In healthy and cognitively impaired older adults, simultaneous training was found to be more efficacious for cognition than sequential combinations of physical exercises and cognitive training (<italic>g</italic>&#x2009;=&#x2009;0.32&#x2013;0.38) (<xref ref-type="bibr" rid="ref93">Zhu et al., 2016</xref>; <xref ref-type="bibr" rid="ref25">Gheysen et al., 2018</xref>; <xref ref-type="bibr" rid="ref24">Gavelin et al., 2021</xref>). However, whether simultaneous or sequential delivery is superior in pwMCI has yet to be studied. An analysis to compare the modes of delivery was beyond the scope of this review. Future research could focus on differences in efficacy associated with modes of delivery.</p>
<p>Another limitation pertains to the number of databases searched in the study. We only searched three major databases. However, research shows that using Embase combined with PubMed can cover approximately 88% of the available literature (<xref ref-type="bibr" rid="ref21">Frandsen et al., 2021</xref>). Previous studies have also indicated high coverage rates when combining the Cochrane Library and EMBASE (88% in hypertension systematic review) (<xref ref-type="bibr" rid="ref66">Rathbone et al., 2016</xref>) or the three search engines (97% in orthopedic research) (<xref ref-type="bibr" rid="ref75">Slobogean et al., 2009</xref>). Additional bibliographic databases did not provide unique records when two or three of the above databases were searched due to significant overlaps across databases (<xref ref-type="bibr" rid="ref69">Royle and Milne, 2003</xref>; <xref ref-type="bibr" rid="ref34">Hirt et al., 2021</xref>). The Cochrane Library was also found to have the highest precision rate in literature reviews and to be sensitive in identifying RCTs (<xref ref-type="bibr" rid="ref69">Royle and Milne, 2003</xref>). Therefore, a combination of these three databases and a manual reference search were considered sufficient to identify all the studies meeting our inclusion criteria.</p>
</sec>
<sec id="sec36">
<label>4.4</label>
<title>Conclusion and future research</title>
<p>Studies of multimodal cognitive and behavioral interventions on pwMCI demonstrated small to moderate positive effects on cognition and mood. A few directions for future research are postulated: (1) including long-term follow-ups to evaluate adherence and efficacy in delaying dementia conversion, (2) comparing effects of similar interventions in patients from diverse racial/ethnic backgrounds to inform adjustment in designs, and (3) considering simultaneous vs. sequential modes of delivery.</p>
</sec>
</sec>
<sec sec-type="data-availability" id="sec37">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec38">
<title>Author contributions</title>
<p>GY: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AP-L: Methodology, Resources, Validation, Writing &#x2013; review &#x0026; editing. MM: Data curation, Formal analysis, Methodology, Supervision, Writing &#x2013; review &#x0026; editing. S-AL: Supervision, Writing &#x2013; review &#x0026; editing. GS: Conceptualization, Funding acquisition, Methodology, Resources, Supervision, Validation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec39">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was supported in part by NIA grant P30AG066506.</p>
</sec>
<sec sec-type="COI-statement" id="sec40">
<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 id="sec100" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec41">
<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/fnagi.2024.1390699/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnagi.2024.1390699/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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