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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Aging</journal-id>
<journal-title>Frontiers in Aging</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Aging</abbrev-journal-title>
<issn pub-type="epub">2673-6217</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1635789</article-id>
<article-id pub-id-type="doi">10.3389/fragi.2025.1635789</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Aging</subject>
<subj-group>
<subject>Clinical Trial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of a digital visual art learning intervention in healthy older adults: a pilot randomized controlled trial</article-title>
<alt-title alt-title-type="left-running-head">Uno et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fragi.2025.1635789">10.3389/fragi.2025.1635789</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Uno</surname>
<given-names>Akari</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Browne</surname>
<given-names>Ryan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shinada</surname>
<given-names>Takamitsu</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Takahashi</surname>
<given-names>Michio</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Soga</surname>
<given-names>Keishi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Du</surname>
<given-names>Yegang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Abiko</surname>
<given-names>Fumihira</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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<contrib contrib-type="author">
<name>
<surname>Taki</surname>
<given-names>Yasuyuki</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Smart Aging Research Center, Tohoku University</institution>, <addr-line>Sendai</addr-line>, <country>Japan</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Psychology, Faculty of Humanities, Saitama Gakuen University</institution>, <addr-line>Kawaguchi</addr-line>, <country>Japan</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Division of Teacher Training for the Arts, Physical Education and Lifestyle Education, Miyagi University of Education</institution>, <addr-line>Sendai</addr-line>, <country>Japan</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Aging Research and Geriatric Medicine, Institute of Development, Aging and Cancer, Tohoku University</institution>, <addr-line>Sendai</addr-line>, <country>Japan</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/415779/overview">Sofia Pavanello</ext-link>, University Hospital of Padova, Italy</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/365568/overview">Susana Cardoso</ext-link>, University of Tr&#xe1;s-os-Montes and Alto Douro, Portugal</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3133952/overview">Kittichai Kasemsarn</ext-link>, King Mongkut&#x2019;s Institute of Technology Ladkrabang, Thailand</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Akari Uno, <email>akari.uno.b1@tohoku.ac.jp</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>6</volume>
<elocation-id>1635789</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>08</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Uno, Browne, Shinada, Takahashi, Soga, Du, Abiko and Taki.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Uno, Browne, Shinada, Takahashi, Soga, Du, Abiko and Taki</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>This study aimed to examine the effects of a digital visual art learning intervention on the cognitive and psychological functions of healthy older adults with no prior experience in art.</p>
</sec>
<sec>
<title>Methods</title>
<p>An open-label pilot randomized controlled trial was conducted, with participants (mean age &#x3d; 69.43 &#xb1; 2.70&#xa0;years) aged 65 to 74 assigned to either an intervention (n &#x3d; 37) or control (n &#x3d; 35) group. Cognitive and psychological functions were assessed before and after 20 sessions of digital visual art learning. In each session, participants mainly worked on lectures and prepared tasks related to basic themes in art. In the final stage, each participant engaged in individual creative activities and aimed to complete their works.</p>
</sec>
<sec>
<title>Results</title>
<p>In the Frontal Assessment Battery, which evaluates frontal lobe function, a significant trend was observed in the interaction between group and time (p &#x3d; 0.062), and although an improvement trend was observed in the intervention group, the change did not reach statistical significance.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>These findings suggest that digital art could potentially enhance executive function in older adults, providing important insights into its applicability within this population.</p>
</sec>
<sec>
<title>Clinical trial registration</title>
<p>
<ext-link ext-link-type="uri" xlink:href="https://center6.umin.ac.jp/cgi-open-bin/ctr_e/ctr_view.cgi?recptno=R000058589">https://center6.umin.ac.jp/cgi-open-bin/ctr_e/ctr_view.cgi?recptno=R000058589</ext-link>, identifer UMIN000051427</p>
</sec>
</abstract>
<kwd-group>
<kwd>digital visual art</kwd>
<kwd>digital arts learning</kwd>
<kwd>cognitive impairment</kwd>
<kwd>aging population</kwd>
<kwd>randomized controlled trial</kwd>
</kwd-group>
<counts>
<page-count count="14"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Interventions in Aging</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The world&#x2019;s population of adults aged 65&#xa0;years and older has tripled in approximately 40&#xa0;years from 258 million in 1980 to 771 million in 2022 and is expected to increase by a further 17% by 2050 (<xref ref-type="bibr" rid="B78">United Nations Department of Economic and Social AffairsPopulation Division, 2022</xref>). Under these circumstances, ensuring that older adults maintain healthy lifestyles is an important issue both for individuals and society as a whole. For older adults to live healthy lives, they should have access to learning opportunities, regardless of their age (<xref ref-type="bibr" rid="B29">Hardy et al., 2017</xref>; <xref ref-type="bibr" rid="B71">Schoultz et al., 2020</xref>). The World Health Organization (<xref ref-type="bibr" rid="B84">World Health Organization, 2015</xref>) has recommended lifelong learning and growth for all, regardless of individual ability level, by emphasizing the importance of creating accessible opportunities. Furthermore, society&#x2014;with increased expectations for the potential of older adults&#x2014;has undergone a shift in attitudes toward old age, now thought of as a &#x201c;period of opportunity and wellbeing, with retention, or development, of the psychological resources to cope with life&#x2019;s challenges&#x201d; (<xref ref-type="bibr" rid="B5">Bowling, 2007</xref>). This highlights the need to create an environment in which older adults can continue to learn new things and assume new challenges.</p>
<p>Among various learning opportunities, participation in artistic activities has been shown to contribute to improvements in cognitive function, mental health, physical functioning, and quality of life among older adults, thereby promoting healthy aging (<xref ref-type="bibr" rid="B25">Groot et al., 2021</xref>; <xref ref-type="bibr" rid="B56">Noice et al., 2014</xref>; <xref ref-type="bibr" rid="B77">Tymoszuk et al., 2020</xref>). Research using large-scale data from the Wisconsin Longitudinal Study reported that, even after adjusting for confounding factors, engaging in participatory arts for up to 1&#xa0;hour weekly and receptive arts for up to 3&#xa0;hours weekly enhanced executive and language functions (<xref ref-type="bibr" rid="B3">Bone et al., 2024</xref>). Additionally, continuous participation in participatory art workshops held at the Montreal Museum of Fine Arts was shown to improve the quality of life and health status of community-dwelling older adults (<xref ref-type="bibr" rid="B1">Beauchet et al., 2020</xref>). These findings collectively suggest that engagement in artistic activities offers substantial benefits for the health and wellbeing of older adults.</p>
<p>This study focuses on digital art, a relatively new form of artistic expression. As a genre of contemporary art created using digital technologies, digital art expands the boundaries of traditional art and enhances accessibility through technological integration (<xref ref-type="bibr" rid="B72">Srivastava, 2019</xref>). Moreover, the use of digital tools promotes greater interaction with science, technology, media, and computers, thereby stimulating aesthetic exploration (<xref ref-type="bibr" rid="B59">&#xd6;zdemir, 2022</xref>). The scope of digital art is broad, but this study focuses specifically on digital visual art characterized by drawing. While digital art encompasses multimedia works and installations, the digital visual art addressed in this study is defined as &#x201c;activities that involve drawing, painting, photo editing, and other visual expressions using digital devices such as tablet devices and pen tablets.&#x201d; Digital visual art offers several advantages over traditional analog art, including expanded expressive possibilities, high portability, and ease of operation&#x2014;specifically, the ability for users to complete tasks with just the touch of a finger (<xref ref-type="bibr" rid="B16">Darewych et al., 2015</xref>). Analog art involves the burden of preparing and cleaning tools and materials, compensating line instability due to hand tremors and pen pressure adjustments, and dealing with the fear of the irreversibility of mistakes during the process of creating artwork; the characteristics of digital art, however, can overcome these barriers, providing a more accessible gateway to art activities for older adults. Furthermore, learning multiple real-world skills, including drawing, can enhance cognitive function in older adults (<xref ref-type="bibr" rid="B45">Leanos et al., 2023</xref>). Therefore, environments where both artistic and digital skills can be acquired simultaneously through digital visual art are expected to offer significant advantages for older adults. However, it has also been reported that a certain proportion of older adults experience anxiety or resistance when using digital technologies (<xref ref-type="bibr" rid="B20">Di Giacomo et al., 2019</xref>; <xref ref-type="bibr" rid="B43">Kim et al., 2023</xref>). Thus, it is essential to examine whether digital visual art can serve as a content area that is easily adaptable and accessible for older populations.</p>
<p>Furthermore, compared to traditional art, there is an overwhelming lack of research examining the effects of digital visual art, a topic that necessitates more detailed consideration when aiming for broad application among the older population. Intervention studies on older adults using traditional visual arts&#x2014;concerning which much knowledge has been accumulated&#x2014;have reported improvements in various cognitive domains, including global cognitive function (<xref ref-type="bibr" rid="B10">Cetinkaya et al., 2019</xref>; <xref ref-type="bibr" rid="B15">Ciasca et al., 2018</xref>; <xref ref-type="bibr" rid="B85">Zhao et al., 2018</xref>), memory (<xref ref-type="bibr" rid="B46">Lee et al., 2019</xref>; <xref ref-type="bibr" rid="B48">Mahendran et al., 2018</xref>; <xref ref-type="bibr" rid="B55">Noice et al., 2004</xref>), attention (<xref ref-type="bibr" rid="B46">Lee et al., 2019</xref>; <xref ref-type="bibr" rid="B48">Mahendran et al., 2018</xref>), executive function (<xref ref-type="bibr" rid="B6">Brown et al., 2021</xref>; although this intervention primarily involved conceptual art, elements of visual art were included), and cognitive flexibility (<xref ref-type="bibr" rid="B6">Brown et al., 2021</xref>). Drawing activities have been suggested to be associated with various domains of cognitive functioning and to promote neuroplasticity (<xref ref-type="bibr" rid="B2">Bolwerk et al., 2014</xref>). Among these domains, executive function, which is closely linked to frontal lobe activity, appears to be particularly relevant. Executive function refers to complex cognitive processes that require the integration and coordination of multiple sub-processes to achieve goal-directed behavior (<xref ref-type="bibr" rid="B24">Elliott, 2003</xref>). Previous studies investigating the relationship between creative drawing and brain activity have reported increased activation of neural networks associated with executive functions (<xref ref-type="bibr" rid="B2">Bolwerk et al., 2014</xref>; <xref ref-type="bibr" rid="B11">Chamberlain et al., 2014</xref>; <xref ref-type="bibr" rid="B17">De Pisapia et al., 2016</xref>; <xref ref-type="bibr" rid="B63">Raimo et al., 2021</xref>). Furthermore, decline in executive functioning is considered a prominent feature of cognitive aging, with significantly lower scores observed among older adults compared to younger individuals (<xref ref-type="bibr" rid="B34">Idowu and Szameitat, 2023</xref>). Given this background, creative drawing activities may serve as a promising approach to support and enhance executive functioning in older adults. In terms of psychological outcomes, interventions using traditional visual arts have been shown to reduce depressive symptoms (<xref ref-type="bibr" rid="B15">Ciasca et al., 2018</xref>; <xref ref-type="bibr" rid="B32">Hattori et al., 2011</xref>; <xref ref-type="bibr" rid="B38">Kang et al., 2010</xref>; <xref ref-type="bibr" rid="B44">Kongkasuwan et al., 2016</xref>; <xref ref-type="bibr" rid="B62">Pongan et al., 2017</xref>) and anxiety (<xref ref-type="bibr" rid="B15">Ciasca et al., 2018</xref>). Moreover, a review by <xref ref-type="bibr" rid="B51">McQuade and O&#x2019;Sullivan (2023)</xref> revealed that engagement with visual arts may also contribute to improvements in social factors, such as reduced feelings of loneliness and enhanced sense of community and social connectedness.</p>
<p>In contrast, only a limited number of studies have explored the use of digital art in practice (<xref ref-type="bibr" rid="B13">Choe, 2014</xref>; <xref ref-type="bibr" rid="B37">Kaimal et al., 2019</xref>; <xref ref-type="bibr" rid="B42">Kim and Chung, 2023</xref>; <xref ref-type="bibr" rid="B16">Darewych et al., 2015</xref>). While none of these studies specifically targeted older adults, and all four adopted qualitative approaches, they not only highlighted the potential of digital art to enhance mood and facilitate the exploration of creative play in ways that may not be possible in the physical world (<xref ref-type="bibr" rid="B37">Kaimal et al., 2019</xref>) but also provided opportunities for enjoyable artistic engagement and vivid expression of positive emotions (<xref ref-type="bibr" rid="B42">Kim and Chung, 2023</xref>). <xref ref-type="bibr" rid="B13">Choe (2014)</xref> investigated the advantages and disadvantages of using iPads for digital art in art therapy through interviews with experts. While disadvantages include potential technical difficulties, the addictive nature of internet-connected devices, the limited size of the screen (working canvas) compared to traditional media, and a lack of messiness; advantages include being able to easily edit (redo and undo) work, the portability of using a handheld device, the ability to create multiple outcomes of an image, and interactive features. A recent comprehensive review on Digital Creative Art Interventions (DCAIs) targeting older adults identifies DCAIs as an innovative approach to arts-based interventions utilizing digital technologies. The review provides an overview of previous studies in this field, indicating that DCAIs have been implemented through various modalities, including music, dance, museum experiences, photo collages, theater, visual art interactions, and multimodal artistic activities (<xref ref-type="bibr" rid="B21">Du et al., 2025</xref>). Moreover, it highlights the substantial potential of DCAIs to serve as novel approaches for promoting the physical and mental health of older adults. However, within this review, only one study addressing visual art was identified, and notably, the intervention did not involve participants in active artistic creation such as drawing or painting. Instead, it focused on full-body engagement with traditional visual art content in an interactive manner (<xref ref-type="bibr" rid="B8">Camurri et al., 2024</xref>). This finding underscores the significant lack of empirical evidence regarding visual art interventions utilizing digital technologies specifically designed for older populations. As previously discussed, digital visual art holds several unique features that may enhance, complement, or even yield distinct effects compared to traditional art-based interventions. Given this, the current paucity of research addressing the potential cognitive and psychological benefits of digital visual art among older adults represents a critical gap in the literature. It is therefore essential to investigate how both digital and traditional forms of visual art impact the cognitive and psychological functioning of this population.</p>
<p>Thus, the purpose of this study is to examine the effects of digital visual art learning intervention on the cognitive and psychological functions in healthy older adults. We hypothesize that utilizing digital visual art learning will contribute to new approaches to extend older adults&#x2019; healthy life span and improve their quality of life.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>2 Methods</title>
<sec id="s2-1">
<title>2.1 Research design and procedure</title>
<p>This study was designed as a quantitative, longitudinal, and experimental study, employing an open-label pilot randomized controlled trial (RCT) framework. The quantitative approach was chosen to enable objective measurement of cognitive and psychological outcomes, while the longitudinal design allowed for tracking changes over a 6-month intervention period. The experimental nature of the study, specifically the use of randomized controlled trials was intended to provide evidence regarding the effectiveness of interventions involving digital visual art learning. The decision to position this research as a pilot trial was based on the novelty of the intervention and the limited number of prior empirical studies targeting healthy older adults in this context. A pilot approach was deemed appropriate to generate foundational data and assess feasibility, thereby informing the development of a future large-scale trial.</p>
<p>The intervention group (IG) and the control group (CG) were compared to evaluate the effects of participating in 20 digital art learning sessions on outcome measures assessed at pre- and post-intervention time points. IG participants were required to engage continuously in digital visual art activities, whereas CG participants were instructed to maintain their usual routines during the 6-month intervention period and refrain from actively participating in any art-related activities.</p>
<p>This study was conducted at the Institute of Development, Aging and Cancer, Tohoku University, in Sendai, Miyagi Prefecture, Japan, from October 2023 to January 2025. Participants were randomly assigned to the IG and CG using random computer-generated numbers linked to the ID of each participant. The study was an open-label pilot RCT, and both researchers and participants were aware of their assignments.</p>
<p>The study followed the CONSORT guidelines, as illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref>. Participants were recruited from community-based settings through advertisements in local information magazines. To ensure the availability of intervention resources and maintain intervention quality, it was conducted in two separate periods. In the first, participants were recruited in October 2023, followed by assessments and the intervention from November 2023 to June 2024. In the second, participants were recruited in May 2024, followed by assessments and the intervention from June 2024 to January 2025. The detailed study protocol has been described elsewhere (<xref ref-type="bibr" rid="B79">Uno et al., 2025</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>CONSORT flow diagram.</p>
</caption>
<graphic xlink:href="fragi-06-1635789-g001.tif">
<alt-text content-type="machine-generated">Flowchart illustrating a clinical trial process. Enrollment assessed ninety-nine individuals. Fourteen were excluded for various reasons. Eighty-five were randomized: forty-three to intervention and forty-two to control. Discontinuation was noted in both groups for reasons like health issues and personal wishes. Thirty-seven from the intervention and thirty-five from the control were analyzed.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Participants</title>
<p>The participants were healthy older adults aged 65&#x2013;74&#xa0;years. This age group corresponds to the &#x201c;young-old&#x201d; population (ages 65&#x2013;74) in Japan. As health-related risks increase with advancing age (<xref ref-type="bibr" rid="B26">Guo et al., 2022</xref>), this age range was selected with consideration for cognitive and physical burden, as well as for the participants&#x2019; adaptability to tablet-based operations and their relatively high potential for sustained engagement in the intervention. In addition, In this study, &#x201c;healthy&#x201d; was defined as individuals who were generally in good health, with no history of dementia or neurological disorders, and living independently in their own homes.</p>
<p>The inclusion criteria were as follows: (1) males or females aged between 65 and 74 at the time of enrollment; (2) living independently at home; (3) no prior experience of painting beyond school-based art classes; and (4) willingness to provide written informed consent to participate in the study. The exclusion criteria were: (1) a history of dementia or neurological disorders; (2) severe visual or hearing impairments; (3) diagnosis of a psychiatric disorder; and (4) concurrent participation in another clinical study.</p>
<p>A total of 85 individuals consented to participate in the study. However, 13 participants (6 from the IG and 7 from the CG) withdrew, resulting in a dropout rate of 15.30%. Ultimately, 72 participants (37 in the IG and 35 in the CG) completed all phases of the study. Their data were included in the final analysis.</p>
</sec>
<sec id="s2-3">
<title>2.3 Assessment instruments</title>
<sec id="s2-3-1">
<title>2.3.1 Demographic variables</title>
<p>Participants were asked to report their age, sex, years of education, current medical history, previous medical history, medication intake, and supplement intake. Medication intake, and supplement intake were obtained as supplementary information and were not used in the analysis of this study.</p>
</sec>
<sec id="s2-3-2">
<title>2.3.2 Measurement of cognitive function</title>
<p>The Frontal Assessment Battery (FAB) (<xref ref-type="bibr" rid="B22">Dubois et al., 2000</xref>) was used to measure overall frontal lobe function, including executive function. It consists of six domains: (1) conceptualization (answering categories of two or three words), (2) mental flexibility(recalling as many words as possibly that starts with a specified letter in 1&#xa0;minute), (3) motor programming (imitating Luria&#x2019;s rock-paper-scissors hand series), (4) sensitivity to interference (two-one-tapping task in which the participant must show the opposite response to the examiner&#x2019;s alternating signals), (5) inhibitory control (go/no-go task, in which the participant must suppress a previously given response to the same stimulus), and (6) grasping behavior(the examiner extends their hand and instructs the participant not to touch it and checks for abnormal behaviors such as grasping). Each item is scored on a scale of 0&#x2013;3 points. Total scores ranged from 0 to 18 points. The reliability and validity of the Japanese version have been confirmed in <xref ref-type="bibr" rid="B53">Nakaaki et al. (2007)</xref>.</p>
<p>The Rey Auditory Verbal Learning Test (RAVLT) was used to assess language memory (immediate recall, delayed recall, and recognition) (<xref ref-type="bibr" rid="B64">Rey, 1964</xref>; <xref ref-type="bibr" rid="B70">Schmidt, 1996</xref>). The RAVLT is an internationally widely used neuropsychological test, and its convergent validity and test-retest reliability have been confirmed in previous studies (<xref ref-type="bibr" rid="B18">de Sousa Magalh&#xe3;es et al., 2012</xref>). Additionally, the RAVLT has been suggested to predict the progression from MCI to dementia (<xref ref-type="bibr" rid="B52">Moradi et al., 2017</xref>). In this study, we used the Japanese version (<xref ref-type="bibr" rid="B82">Wakamatsu et al., 2003</xref>) developed based on the same paradigm. After learning one list of words and working on another list of words as an interference task, participants were asked to recall the first 15 words again (immediate recall). Thirty minutes later, they were asked to replay the list of words (delayed recall) and re-recognize them. The number of correct responses was used as the score for the list study, immediate replay, delayed replay, and recognition.</p>
<p>The Trail Making Test (TMT) was used to assess processing speed, sequencing, cognitive flexibility, and visuomotor skills (<xref ref-type="bibr" rid="B4">Bowie and Harvey, 2006</xref>). Its reliability and validity have been demonstrated in previous studies (<xref ref-type="bibr" rid="B68">S&#xe1;nchez-Cubillo et al., 2009</xref>; <xref ref-type="bibr" rid="B81">Wagner et al., 2011</xref>). In this study, a Japanese version of the TMT developed based on the same paradigm was used (<xref ref-type="bibr" rid="B36">Japan Society for Higher Brain Function, 2019</xref>). In Part A, participants were asked to connect 25 randomly scattered numbers in sequence with a line as quickly as possible. In Part B, they were asked to connect numbers and letters with alternating lines; both parts used trial time as a score, with shorter trial times indicating higher performance. The difference between in trial time Part A and Part B&#x2014;&#x394;TMT&#x2014;was used to assess cognitive flexibility-.</p>
<p>The Japanese version of the Cognitive Flexibility Inventory was used cognitive flexibility (<xref ref-type="bibr" rid="B19">Dennis and Vander Wal, 2010</xref>; <xref ref-type="bibr" rid="B76">Tokuyoshi and Iwasaki, 2012</xref>). It consisted of 16 items and 7 scales, with a score range of 16&#x2013;112 points. The reliability and validity of the Japanese version have been confirmed by <xref ref-type="bibr" rid="B76">Tokuyoshi and Iwasaki (2012)</xref>.</p>
<p>The Stroop task was used to measure inhibitory control. In this study, we used a Stroop and reverse Stroop task developed by <xref ref-type="bibr" rid="B28">Hakoda and Watanabe (2005)</xref>. The test consisted of four tasks. In Task 1 (reverse Stroop control), participants selected a color patch corresponding to the meaning of a color word printed in black ink. In Task 2 (reverse Stroop interference), they selected the color patch matching the meaning of a color word printed in an incongruent ink color. In Task 3 (Stroop control), participants selected a color patch corresponding to the meaning of a black-ink color word. In Task 4 (Stroop interference), they focused on the ink color of an incongruent color word and selected the matching word from a list printed in black. Each trial lasted 60&#xa0;s and was preceded by a practice session. In this study, we used the Stroop interference rate and the reverse Stroop interference rate as indices, referring to previous studies (<xref ref-type="bibr" rid="B27">Hakoda and Sasaki, 1990</xref>). This method calculated the degree of interference proportionally based on the difference in the number of correct answers between control tasks and interference tasks, while eliminating the effects of speech rate and motor ability through a matching reaction pattern (<xref ref-type="bibr" rid="B27">Hakoda and Sasaki, 1990</xref>). This method demonstrated high retest reliability and showed no practice effect or order effect. A lower interference rate indicated better performance. The calculation formula is as shown below:<disp-formula id="equ1">
<mml:math id="m1">
<mml:mrow>
<mml:mtext>Stroop&#x2009;interference</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mtext>number&#x2009;of&#x2009;correct&#x2009;answers&#x2009;in&#x2009;the&#x2009;color</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>word&#x2009;task</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>number&#x2009;of&#x2009;correct&#x2009;answers</mml:mtext>
<mml:mtext>&#x2009;in&#x2009;the&#x2009;Stroop&#x2009;task</mml:mtext>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mtext>number&#x2009;of&#x2009;correct</mml:mtext>
<mml:mtext>&#x2009;answers&#x2009;in&#x2009;the&#x2009;color</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>word&#x2009;task</mml:mtext>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
</disp-formula>
<disp-formula id="equ2">
<mml:math id="m2">
<mml:mrow>
<mml:mtext>Reverse&#x2009;Stroop&#x2009;interference</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mtext>number&#x2009;of&#x2009;correct&#x2009;responses&#x2009;in&#x2009;</mml:mtext>
<mml:mtext>the&#x2009;word</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>color&#x2009;task</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>number&#x2009;of</mml:mtext>
<mml:mtext>&#x2009;correct&#x2009;responses&#x2009;in&#x2009;the&#x2009;reverse&#x2009;</mml:mtext>
<mml:mtext>Stroop&#x2009;task</mml:mtext>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>/</mml:mo>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mtext>number&#x2009;of&#x2009;correct</mml:mtext>
<mml:mtext>&#x2009;responses&#x2009;in&#x2009;the&#x2009;word</mml:mtext>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>color&#x2009;task</mml:mtext>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mo>&#xd7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
</disp-formula>
</p>
<p>The Digital Cancellation Test (D-CAT) was used to measure attentional function (<xref ref-type="bibr" rid="B31">Hatta et al., 2023</xref>) across three administrations. In the first administration, one designated number was deleted from a random sequence of numbers, and thereafter the number to be deleted increased one by one to measure. In this study, the workload, which is the total number of retrieved numbers, was used as the measurement index, with higher workloads indicating better attentional function. The reliability and validity have been confirmed by <xref ref-type="bibr" rid="B30">Hatta et al. (2012)</xref>.</p>
<p>Forward and backward Digit Span were used to measure short-term memory and working memory, respectively (<xref ref-type="bibr" rid="B83">Wechsler, 1987</xref>). Participants were asked to play the numbers in the order in which they were read by the examiner in the former (forward), and in the reverse order (backward) in the latter. The number of correct answers was used as the score. Standardized in Japanese and confirmed for reliability and validity (<xref ref-type="bibr" rid="B54">Nihon Bunka Kagakusha, 2018</xref>).</p>
<p>Cognitive function tests were performed in the order described above. RAVLT-delayed replay was administered after the completion of the Digit Span, ensuring that 30&#xa0;min had elapsed since the RAVLT-immediate replay.</p>
</sec>
<sec id="s2-3-3">
<title>2.3.3 Measurement of psychological function</title>
<p>To measure mental health, we used a shortened version of the Japanese version of the Geriatric Depression Scale 15 (GDS-15-J) (<xref ref-type="bibr" rid="B75">Sugishita et al., 2017</xref>), which requires a &#x201c;yes&#x201d; or &#x201c;no&#x201d; response to 15 items. Total scores ranged from 0 to 15 points, with higher scores indicating poorer mental health. The reliability and validity have been confirmed by <xref ref-type="bibr" rid="B74">Sugishita et al. (2016)</xref>.</p>
<p>To measure life satisfaction and happiness, we used the Japanese version of the Life Satisfaction Scale (SWLS) (<xref ref-type="bibr" rid="B58">Oishi, 2009</xref>), which consists of 5 items and is rated on a 7-point scale. Total scores ranged from 5 to 35 points, with higher scores indicating higher life satisfaction and happiness. The reliability and validity have been confirmed by <xref ref-type="bibr" rid="B58">Oishi (2009)</xref>.</p>
</sec>
<sec id="s2-3-4">
<title>2.3.4 Measurement of drawing skills</title>
<p>In IG, drawing ability tests were conducted during the 1st and 20th lessons. Task A (block) and Task B (hand with pencil) were selected based on previous studies (<xref ref-type="bibr" rid="B11">Chamberlain et al., 2014</xref>), and drawing tasks were performed with a digital pen tablet while the black and white photographs shown in <xref ref-type="fig" rid="F2">Figure 2</xref> were presented to participants. The scoring was developed with reference to previous studies (<xref ref-type="bibr" rid="B65">Rincon-G&#xf3;mez et al., 2016</xref>) and was based on four aspects: line (line quality and stability), proportion (spatial perception of parts and the whole), accuracy (representation of detailed parts), and perspective (depth and relative position). Each aspect was scored from 0 to 3. Scores for Task A and Task B ranged from 0 to 24 points. Scoring was done by a university professor specializing in fine arts.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Drawing skills tasks: <bold>(A)</bold> Task A (block); <bold>(B)</bold> Task B (hand with pencil).</p>
</caption>
<graphic xlink:href="fragi-06-1635789-g002.tif">
<alt-text content-type="machine-generated">A black and white image comprising two panels. On the left, a structure made of interlocking blocks forms an arch. On the right, a hand holds a pencil poised over a wooden surface.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s2-4">
<title>2.4 Health-oriented intervention protocol: digital visual art learning</title>
<p>There are no previous empirical studies on structured digital visual art interventions targeting healthy older adults. Since such interventions are pioneering efforts, the digital visual art learning program in this study was developed based on discussions and consensus among experts in art education and educational practice, including university professors specializing in art, and digital art practitioners. The goal of the intervention was to engage older adults&#x2014;all of whom were art beginners&#x2014;in learning digital visual arts. All interventions were conducted in the same location within the university facility where the required digital equipment was installed.</p>
<p>The IG was required to participate in a total of 20 weekly 90-min digital visual art lessons over a 6-month period. Each group was further subdivided into four to six members who attended the lessons. One or two researchers specializing in psychology or neuroscience and one or two art club students were in attendance to provide guidance and support for each session. Prior to the start of the intervention, participants received several lectures on basic digital pen tablet operation by a staff member of the digital pen tablet development company (Wacom Corporation, Saitama, Japan) to ensure that they acquired certain skills. At the beginning of each lesson, the researcher gave a lecture on the day&#x2019;s theme for approximately 10&#xa0;min, following which the participants were asked to work on a task based on that theme for approximately 60&#xa0;min. Several types of low-to high-difficulty tasks were available, and the participants were asked to choose the one best suited to their ability level. At the end of the lesson, participants had time to reflect on the day and share their impressions of each other&#x2019;s work. They were allowed to take a break at any time during the lesson, chat with other participants, and engage in a free atmosphere.</p>
<p>The content of the 20 lessons was divided into five steps: (1) practice with basic digital pen tablets, (2) shading in black and white, (3) color practice, (4) other important topics (such as perspective), and (5) creating a final artwork. The themes and activities of each session of the digital art learning intervention are presented in <xref ref-type="table" rid="T1">Table 1</xref>. The digital drawing device used in the lessons was a Wacom Cintiq-16 (Wacom Corporation, Saitama, Japan). Clip Studio Paint (Celsys, Tokyo, Japan) was the drawing software used.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Contents of each session.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">&#x23;</th>
<th align="center">Theme</th>
<th align="center">Activities</th>
<th align="center">Objects</th>
<th align="center">Expected outcomes</th>
</tr>
</thead>
<tbody valign="top">
<tr style="background-color:#CCCCCC">
<td colspan="5" align="left">Practice with basic digital pen tablets</td>
</tr>
<tr>
<td align="center">&#x23;1</td>
<td align="left">Explanation of the entire program<break/>Explanation of basic functions of pen tablets and software<break/>Introduction to the use of layers, drawing ability test</td>
<td align="left">Trial writing, photo tracing</td>
<td align="left">Become familiar with digital tools and the overall structure of the program</td>
<td rowspan="2" align="left">To understand the purpose of the program as a whole<break/>Become familiar with drawing activities<break/>To learn basic operation of equipment and software<break/>To learn the basic operation of the equipment and software<break/>To become familiar with hand/visual interaction and digital drawing through tracingetc.</td>
</tr>
<tr>
<td align="center">&#x23;2</td>
<td align="left">Manipulation exercises, shapes and shadows</td>
<td align="left">Image tracing, layer duplication, and bucket functions</td>
<td align="left">Understanding the basics of form in painting and learning the tools and techniques for drawing</td>
</tr>
<tr style="background-color:#CCCCCC">
<td colspan="5" align="left">Practice describing in black and white</td>
</tr>
<tr>
<td align="center">&#x23;3</td>
<td align="left">Expression of three-dimensional objects</td>
<td align="left">Wire mesh writing over the image, observation drawing utilizing auxiliary lines</td>
<td align="left">Better understanding of spatial structure and depth</td>
<td rowspan="6" align="left">Acquire three-dimensional expression based on observation and the ability to distinguish between light and shadow<break/>Deepening understanding of complex line drawings and visual composition, such as composition and focus<break/>Even in monochrome expressions without color, it will be possible to express three-dimensionality and spatiality by utilizing shadows and shades<break/>Improved operability of digital tools and increased concentration on drawing</td>
</tr>
<tr>
<td align="center">&#x23;4</td>
<td align="left">Line practice</td>
<td align="left">Reproduce complex line shapes such as tree trunks and rock formations</td>
<td align="left">Improve accuracy and variation of lines</td>
</tr>
<tr>
<td align="center">&#x23;5</td>
<td align="left">Expression of light and dark</td>
<td align="left">Gradation exercises using pencil and pastel tools</td>
<td align="left">Learn the basics of gradation and light/dark expression</td>
</tr>
<tr>
<td align="center">&#x23;6</td>
<td align="left">Review of useful tools (undo/redo, zoom, etc.)</td>
<td align="left">Observation drawing of black and white photographs for assignment, shading using pastel tools</td>
<td align="left">Review of techniques learned so far</td>
</tr>
<tr>
<td align="center">&#x23;7</td>
<td align="left">Application of shading (core shadow, projected shadow)</td>
<td align="left">Drawing practice using burg plates</td>
<td align="left">Learn how to shade more accurately</td>
</tr>
<tr>
<td align="center">&#x23;8</td>
<td align="left">Composition basics (3 partitioning method, focal point)</td>
<td align="left">Composition with cropped images (digital collage), use of selection tools</td>
<td align="left">Learn the basics of composition in painting</td>
</tr>
<tr style="background-color:#CCCCCC">
<td colspan="5" align="left">Color practice</td>
</tr>
<tr>
<td align="center">&#x23;9</td>
<td align="left">Introduction to color theory (Hue, Saturation, Lightness)</td>
<td align="left">Colorizing a black-and-white photo (using the &#x201c;Colorize&#x201d; layer property)</td>
<td align="left">Understand the relationship between light and color and learn to operate basic coloring tools</td>
<td rowspan="4" align="left">To understand the concepts of hue, saturation, and lightness, and the basics of color psychology, such as warm and cool colors<break/>To be able to blend colors and process boundaries according to purpose using palettes and brush settings<break/>To be able to improve expression and creativity through color and to explore personal style</td>
</tr>
<tr>
<td align="center">&#x23;10</td>
<td align="left">Concept of warm and cold colors</td>
<td align="left">Sketching exercise using a limited palette</td>
<td align="left">Understand the characteristics of warm and cold colors</td>
</tr>
<tr>
<td align="center">&#x23;11</td>
<td align="left">Edge processing basics (hard and soft edges)<break/>Color Blending Techniques</td>
<td align="left">Parallel copying exercises with full paletteParallel copying exercises with full palette</td>
<td align="left">Learn to operate more advanced tools to enable detailed expression</td>
</tr>
<tr>
<td align="center">&#x23;12</td>
<td align="left">Understanding of brush types and important settings (opacity, etc.)</td>
<td align="left">Explore your own style by experimenting with different brushes</td>
<td align="left">Try out various brush types to find the one that best suits your image</td>
</tr>
<tr style="background-color:#CCCCCC">
<td colspan="5" align="left">Other important topics</td>
</tr>
<tr>
<td align="center">&#x23;13</td>
<td align="left">Perspective basics</td>
<td align="left">Exercises on the subject of landscape painting</td>
<td align="left">Learn basic perspective</td>
<td rowspan="3" align="left">To be able to draw the spatial composition of landscapes and still lifes based on an understanding of perspective<break/>To be able to clarify the theme you want to express and select the appropriate composition and viewpoint<break/>Develop compositional skills and judgment by comparing and considering multiple ideas through thumbnail sketches</td>
</tr>
<tr>
<td align="center">&#x23;14</td>
<td align="left">Application of perspective techniques</td>
<td align="left">Exercises on the subject of still life painting</td>
<td align="left">Learn more advanced perspective and how to place viewpoints in paintings</td>
</tr>
<tr>
<td align="center">&#x23;15</td>
<td align="left">Consideration of ideas using thumbnail sketches</td>
<td align="left">Create multiple versions of the painting and study the overall composition of the painting</td>
<td align="left">Learn how to develop ideas, which is important in creating artwork</td>
</tr>
<tr style="background-color:#CCCCCC">
<td colspan="5" align="left">Creating a final artwork</td>
</tr>
<tr>
<td align="center">&#x23;16</td>
<td align="left">Review of key lessons and final project preparation</td>
<td align="left">Selection of objects and photographs to be used</td>
<td align="left">Reflection on previous studies</td>
<td rowspan="3" align="left">Integrate what you have learned so far and reflect it in a single finished work<break/>Not only will you develop creativity and expressiveness, but you will also cultivate independence, concentration, and perseverance<break/>Through the creation of a finished work, you will gain a sense of accomplishment and self-affirmation</td>
</tr>
<tr>
<td align="center">&#x23;17&#x2013;19</td>
<td align="left">Final project production</td>
<td align="left">While we encourage the completion of one work on a favorite subject of the participants, multiple creations are also acceptable</td>
<td align="left">Through the creation of a final project, participants will put into practice the knowledge and skills they have learned in the program</td>
</tr>
<tr>
<td align="center">&#x23;20</td>
<td align="left">Final project production, drawing ability inspection</td>
<td align="left">Completion of final artwork</td>
<td align="left">The goal is to complete the final work</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>To prevent interruptions to study participation, both groups were asked to attend two online health lectures during a 6-month period. These lectures on basic dementia and dementia prevention were given by a certified physician. To present the results of the lessons, an exhibition of the final works was held at the end of all interventions and examinations. The event was also attended by CG participants, and a booth was set up where they could experience digital equipment, thus providing them a place and an opportunity to engage in digital art.</p>
</sec>
<sec id="s2-5">
<title>2.5 Ethical considerations</title>
<p>This study was conducted with the approval of the Ethics Committee of Tohoku University Graduate School of Medicine (ID: 2024-1-209). Written informed consent was obtained from all participants. The study was registered as a clinical trial in the UMIN-CTR (UMIN000051427).</p>
</sec>
<sec id="s2-6">
<title>2.6 Statistical analysis</title>
<p>As a baseline assessment, scores on each of the pre-intervention demographic variables and measures of cognitive and psychological function were evaluated using uncorrelated t-tests and chi-square (&#x3c7;<sup>2</sup>) tests. Although sex is an important demographic variable, sex-specific analyses were not conducted in this study due to the limited sample size associated with the pilot trial design. The sample did not have sufficient statistical power to detect interaction effects or conduct stratified analyses by sex. Therefore, sex was examined only for baseline equivalence between groups. Next, to measure the intervention effects of digital art, an analysis of variance (ANOVA) with linear mixed models was used to examine the main effects of time (pre-post) and group (IG-CG) and the interaction of the two on the dependent variable. In addition, to examine the relationship between changes in drawing skills and scores of cognitive and psychological functions, we divided the groups into two subgroups, one with large changes in drawing skills scores at two time points and the other with small changes. We then conducted an unpaired t-test using the changes in cognitive and psychological functions of the two subgroups as the dependent variables. The significance level for all statistical analyses was set at p &#x3c; 0.05. However, results with p-values less than 0.10 were also reported as trends to highlight potentially meaningful patterns, while also acknowledging their limited statistical support. Missing values were addressed using multiple imputation methods. The number of pseudo-datasets was set to 10, and the analysis was performed by means of estimates integrating these datasets. SPSS version 27 (IBM, New York, United States) was used for statistical analysis.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Demographic variables</title>
<p>The means [standard deviations (SD)] of demographic variables for the two groups of participants are shown in <xref ref-type="table" rid="T2">Table 2</xref>. The chi-square test was performed for sex, current medical history, and past medical history. Meanwhile, independent sample t-tests were applied for age and years of education. No significant differences were found between the IG and the CG for any of these variables, indicating that the characteristics of the groups were homogeneous. In addition, only RAVLT-recognition was significantly higher in the IG for baseline cognitive and psychological function scores (p &#x3d; 0.028), but no significant differences between the two groups were observed for the other measures.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Demographic variables.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Variable</th>
<th align="center">Intervention group (n &#x3d; 37)</th>
<th align="center">Control group (n &#x3d; 35)</th>
<th align="center">p-value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Sex</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;Male/Female</td>
<td align="center">18/19</td>
<td align="center">20/15</td>
<td align="center">0.471</td>
</tr>
<tr>
<td align="left">Age (SD)</td>
<td align="center">69.30 (2.77)</td>
<td align="center">69.57 (2.67)</td>
<td align="center">0.274</td>
</tr>
<tr>
<td align="left">Year of education (SD)</td>
<td align="center">14.38 (1.75)</td>
<td align="center">15.03 (1.69)</td>
<td align="center">0.114</td>
</tr>
<tr>
<td align="left">Current medical history</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;Yes/No</td>
<td align="center">22/15</td>
<td align="center">18/17</td>
<td align="center">0.636</td>
</tr>
<tr>
<td align="left">Past medical history</td>
<td align="left"/>
<td align="left"/>
<td align="left"/>
</tr>
<tr>
<td align="left">&#x2003;Yes/No</td>
<td align="center">24/13</td>
<td align="center">21/14</td>
<td align="center">0.808</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The &#x3c7;<sup>2</sup> test was used for sex, current medical history and past medical history comparisons and the t-test for age and years of education.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Effects of interventions on cognitive and psychological functions</title>
<p>A linear model-based ANOVA was conducted on the dataset after multiple imputations to examine the main effects of time (pre - post) and group (IG - CG), as well as their interaction, on the dependent variables. The results of the analysis are presented in <xref ref-type="table" rid="T3">Table 3</xref>. In addition, several examples of final artworks created by IG participants during the sessions are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Means and standard deviations of cognitive and psychological functions and the results of analyses.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="3" align="center">Variable</th>
<th colspan="4" align="center">Intervention group (n &#x3d; 37)</th>
<th colspan="4" align="center">Control group (n &#x3d; 35)</th>
<th align="center">Group &#xd7; Time</th>
</tr>
<tr>
<th colspan="2" align="center">Pre</th>
<th colspan="2" align="center">Post</th>
<th colspan="2" align="center">Pre</th>
<th colspan="2" align="center">Post</th>
<th rowspan="2" align="center">p-value</th>
</tr>
<tr>
<th align="center">Mean</th>
<th align="center">SD</th>
<th align="center">Mean</th>
<th align="center">SD</th>
<th align="center">Mean</th>
<th align="center">SD</th>
<th align="center">Mean</th>
<th align="center">SD</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">FAB</td>
<td align="center">15.95</td>
<td align="center">1.61</td>
<td align="center">16.78</td>
<td align="center">1.40</td>
<td align="center">16.14</td>
<td align="center">1.61</td>
<td align="center">16.20</td>
<td align="center">1.98</td>
<td align="center">0.06<xref ref-type="table-fn" rid="Tfn1">
<sup>a</sup>
</xref>
</td>
</tr>
<tr>
<td align="left">RAVLT-list</td>
<td align="center">46.14</td>
<td align="center">7.44</td>
<td align="center">50.35</td>
<td align="center">9.69</td>
<td align="center">43.77</td>
<td align="center">10.58</td>
<td align="center">48.46</td>
<td align="center">9.06</td>
<td align="center">0.80</td>
</tr>
<tr>
<td align="left">RAVLT-immediate</td>
<td align="center">10.16</td>
<td align="center">2.62</td>
<td align="center">11.00</td>
<td align="center">2.80</td>
<td align="center">9.55</td>
<td align="center">2.96</td>
<td align="center">10.48</td>
<td align="center">2.67</td>
<td align="center">0.89</td>
</tr>
<tr>
<td align="left">RAVLT-delay</td>
<td align="center">9.65</td>
<td align="center">2.78</td>
<td align="center">10.86</td>
<td align="center">3.27</td>
<td align="center">9.75</td>
<td align="center">3.11</td>
<td align="center">10.52</td>
<td align="center">2.78</td>
<td align="center">0.44</td>
</tr>
<tr>
<td align="left">RAVLT-recognition</td>
<td align="center">14.57</td>
<td align="center">0.80</td>
<td align="center">14.81</td>
<td align="center">0.52</td>
<td align="center">14.06</td>
<td align="center">1.11</td>
<td align="center">14.17</td>
<td align="center">1.16</td>
<td align="center">0.66</td>
</tr>
<tr>
<td align="left">TMT-A</td>
<td align="center">39.28</td>
<td align="center">10.39</td>
<td align="center">36.72</td>
<td align="center">10.11</td>
<td align="center">39.89</td>
<td align="center">11.27</td>
<td align="center">38.16</td>
<td align="center">10.35</td>
<td align="center">0.74</td>
</tr>
<tr>
<td align="left">TMT-B</td>
<td align="center">80.17</td>
<td align="center">29.60</td>
<td align="center">74.31</td>
<td align="center">20.92</td>
<td align="center">77.71</td>
<td align="center">30.16</td>
<td align="center">84.73</td>
<td align="center">53.17</td>
<td align="center">0.20</td>
</tr>
<tr>
<td align="left">&#x394;TMT</td>
<td align="center">40.88</td>
<td align="center">28.63</td>
<td align="center">37.60</td>
<td align="center">30.55</td>
<td align="center">37.81</td>
<td align="center">29.05</td>
<td align="center">46.57</td>
<td align="center">53.44</td>
<td align="center">0.75</td>
</tr>
<tr>
<td align="left">CFI</td>
<td align="center">69.57</td>
<td align="center">6.92</td>
<td align="center">70.95</td>
<td align="center">6.30</td>
<td align="center">69.89</td>
<td align="center">8.28</td>
<td align="center">71.34</td>
<td align="center">8.91</td>
<td align="center">0.94</td>
</tr>
<tr>
<td align="left">Reverse Stroop Interference (%)</td>
<td align="center">9.42</td>
<td align="center">10.46</td>
<td align="center">11.49</td>
<td align="center">9.19</td>
<td align="center">10.56</td>
<td align="center">9.56</td>
<td align="center">10.59</td>
<td align="center">9.18</td>
<td align="center">0.20</td>
</tr>
<tr>
<td align="left">Stroop Interference (%)</td>
<td align="center">14.93</td>
<td align="center">20.83</td>
<td align="center">12.33</td>
<td align="center">12.54</td>
<td align="center">17.28</td>
<td align="center">15.08</td>
<td align="center">16.14</td>
<td align="center">20.24</td>
<td align="center">0.75</td>
</tr>
<tr>
<td align="left">D-CAT-1</td>
<td align="center">282.65</td>
<td align="center">61.43</td>
<td align="center">287.49</td>
<td align="center">59.97</td>
<td align="center">286.37</td>
<td align="center">51.00</td>
<td align="center">283.29</td>
<td align="center">59.04</td>
<td align="center">0.49</td>
</tr>
<tr>
<td align="left">D-CAT-2</td>
<td align="center">230.27</td>
<td align="center">46.67</td>
<td align="center">227.68</td>
<td align="center">48.78</td>
<td align="center">233.31</td>
<td align="center">40.65</td>
<td align="center">238.40</td>
<td align="center">48.48</td>
<td align="center">0.36</td>
</tr>
<tr>
<td align="left">D-CAT-3</td>
<td align="center">174.30</td>
<td align="center">36.15</td>
<td align="center">177.54</td>
<td align="center">38.22</td>
<td align="center">178.74</td>
<td align="center">41.22</td>
<td align="center">188.46</td>
<td align="center">42.49</td>
<td align="center">0.31</td>
</tr>
<tr>
<td align="left">Digit span-forward</td>
<td align="center">7.86</td>
<td align="center">2.31</td>
<td align="center">7.76</td>
<td align="center">2.35</td>
<td align="center">7.57</td>
<td align="center">2.12</td>
<td align="center">7.20</td>
<td align="center">2.23</td>
<td align="center">0.51</td>
</tr>
<tr>
<td align="left">Digit span-backward</td>
<td align="center">6.68</td>
<td align="center">2.07</td>
<td align="center">6.46</td>
<td align="center">2.06</td>
<td align="center">6.40</td>
<td align="center">1.97</td>
<td align="center">6.60</td>
<td align="center">1.93</td>
<td align="center">0.39</td>
</tr>
<tr>
<td align="left">GDS-15-J</td>
<td align="center">2.53</td>
<td align="center">2.45</td>
<td align="center">2.59</td>
<td align="center">2.53</td>
<td align="center">3.23</td>
<td align="center">3.34</td>
<td align="center">3.21</td>
<td align="center">2.78</td>
<td align="center">0.86</td>
</tr>
<tr>
<td align="left">SWLS</td>
<td align="center">22.78</td>
<td align="center">5.01</td>
<td align="center">23.54</td>
<td align="center">4.88</td>
<td align="center">21.23</td>
<td align="center">5.89</td>
<td align="center">22.20</td>
<td align="center">5.89</td>
<td align="center">0.75</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>FAB: the frontal assessment battery; RAVLT: the japanese version of the rey auditory verbal learning test; TMT: the trail making test; &#x394;TMT: The Trail Making Test part B- The Trail Making Test part A; CFI: cognitive flexibility inventory; D-CAT: the digit cancellation test; GDS-15-J: The shortened version of the Japanese version of the Geriatric Depression Scale 15; SWLS: the satisfaction with life scale.</p>
</fn>
<fn id="Tfn1">
<label>
<sup>a</sup>
</label>
<p>p &#x3c; 0.10.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Examples of final artworks created by IG participants.</p>
</caption>
<graphic xlink:href="fragi-06-1635789-g003.tif">
<alt-text content-type="machine-generated">A triptych illustration features: a plate of vegetables with tomatoes, eggplants, corn, and squash in the first panel; a jazz band with a saxophonist, drummer, and guitarist against a city skyline in the second panel; and a port scene with shipping containers, a ferris wheel, and cranes in the third panel.</alt-text>
</graphic>
</fig>
<p>For the FAB, while no significant interaction between time and group was found, a significant trend was observed [t &#x3d; 1.864, SE &#x3d; 0.419, 95% confidence interval CI (&#x2212;0.040, 1.602), p &#x3d; 0.062]. Post hoc tests with Bonferroni correction indicated that in the IG, post-intervention scores were significantly higher than were pre-intervention scores [t &#x3d; &#x2212;3.170, SE &#x3d; 0.264, 95% CI (&#x2212;1.356, &#x2212;0.320), p &#x3d; 0.002], whereas in the CG, no significant difference was found between pre- and post-intervention scores [t &#x3d; &#x2212;0.174, SE &#x3d; 0.328, 95% CI (&#x2212;0.700, 0.585), p &#x3d; 0.862]. In addition, no significant differences were observed between the IG and CG at either time point [pre: t &#x3d; 0.518, SE &#x3d; 0.380, 95% CI (&#x2212;0.549, 0.942), p &#x3d; 0.605; post: t &#x3d; &#x2212;1.451, SE &#x3d; 0.402, 95% CI (&#x2212;1.372, 0.212), p &#x3d; 0.147].</p>
<p>Regarding the RAVLT, significant main effects of time were observed for the list learning(t &#x3d; &#x2212;3.470, SE &#x3d; 1.215, 95% CI [-6.598, &#x2212;1.835], p &#x3d; 0.001), immediate recall [t &#x3d; &#x2212;2.056, SE &#x3d; 0.408, 95% CI (&#x2212;1.637, &#x2212;0.039), p &#x3d; 0.040], and delayed recall [t &#x3d; &#x2212;3.173, SE &#x3d; 0.383, 95% CI (&#x2212;1.967, &#x2212;0.465), p &#x3d; 0.002] components, with significantly higher post-intervention scores observed in both the IG and CG. A significant main effect of group was found for RAVLT-recognition [t &#x3d; &#x2212;2.882, SE &#x3d; 0.224, 95% CI (&#x2212;1.084, &#x2212;0.206), p &#x3d; 0.004], with the IG showing significantly higher scores than the CG at both pre- and post-intervention time points. No statistically significant results were observed for other measures of cognitive function or psychological function, such as GDS-15-J and SWLS.</p>
</sec>
<sec id="s3-3">
<title>3.3 The relationship between drawing skill and cognitive and psychological functions</title>
<p>The relationship between drawing skill&#x2014;an indicator of learning outcomes resulting from the intervention&#x2014;and cognitive and psychological functions was examined. Specifically, the association between changes in drawing ability (post&#x2013;pre scores on the drawing skill test) and changes in cognitive and psychological functions (pre&#x2013;post scores on each measure) were analyzed within the IG.</p>
<p>The mean (SD) scores on the drawing skill test were 6.08 (2.19) and 8.24 (3.10) at pre-and post-intervention across the IG. As the median change from pre to post was 3 points, participants were categorized into a &#x201c;high improvement group&#x201d; (&#x2265;3-point improvement) and a &#x201c;low improvement group&#x201d; (&#x3c;3-point improvement) consisting of 19 and 18 participants, respectively. Descriptive statistics for each group&#x2019;s drawing ability test scores are presented in <xref ref-type="table" rid="T4">Table 4</xref>. In addition, several outputs of drawing skills tasks conducted on actual participants are shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. Independent samples t-tests were conducted with the group as the independent variable and the change scores in each cognitive and psychological function as dependent variables. A significant group difference was observed only for the RAVLT-list scores, with the low improvement group showing significantly greater improvement [t &#x3d; 2.156, SE &#x3d; 2.012, 95% CI (0.395, 8.284), p &#x3d; 0.031]. No significant differences were observed for the other measures and no other significant main effects or interactions were observed for the remaining outcome measures.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Means and standard deviations of drawing skill test scores in each group.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">Time</th>
<th colspan="2" align="left">High - group (n&#x3d;19)</th>
<th colspan="2" align="left">Low - group (n&#x3d;18)</th>
</tr>
<tr>
<th align="center">Mean</th>
<th align="center">SD</th>
<th align="center">Mean</th>
<th align="center">SD</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Pre</td>
<td align="center">6.11</td>
<td align="center">2.72</td>
<td align="center">6.06</td>
<td align="center">1.57</td>
</tr>
<tr>
<td align="left">Post</td>
<td align="center">10.16</td>
<td align="center">2.33</td>
<td align="center">6.22</td>
<td align="center">2.52</td>
</tr>
<tr>
<td align="left">Post - Pre</td>
<td align="center">4.05</td>
<td align="center">1.23</td>
<td align="center">0.17</td>
<td align="center">1.99</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Outputs of drawing skills tasks: <bold>(A)</bold> Task A (block); <bold>(B)</bold> Task B (hand with pencil).</p>
</caption>
<graphic xlink:href="fragi-06-1635789-g004.tif">
<alt-text content-type="machine-generated">Sketch showing two separate images. On the left, a structure made of stacked toy bricks resembling a small tower. On the right, a detailed sketch of a hand holding a pen poised for writing.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>This study investigated the effects of a 20-session digital visual art learning intervention on cognitive and psychological functions in healthy older adults aged 65 to 74 with no prior experience in art. Although statistical significance was not reached, the IG demonstrated a trend toward improvement on the FAB, a measure of frontal lobe function. In contrast, no significant effects were observed on other cognitive or psychological indicators, suggesting that engagement in digital art could potentially enhance cognitive functions related to the frontal lobe, such as executive function, in older adults.</p>
<p>A review of previous studies revealed that while cognitive benefits of visual arts interventions have been reported for older adults with cognitive decline, clear cognitive improvements are less frequently observed in healthy older adults without cognitive impairment (<xref ref-type="bibr" rid="B49">Masika et al., 2020</xref>). One possible explanation is that individuals with cognitive decline may exhibit greater cognitive plasticity than do those without cognitive decline (<xref ref-type="bibr" rid="B67">Rosebud and Knopman, 2013</xref>), highlighting the challenge of identifying effective activities for cognitively healthy populations (<xref ref-type="bibr" rid="B49">Masika et al., 2020</xref>). However, an intervention study by <xref ref-type="bibr" rid="B6">Brown et al. (2021)</xref>, which targeted healthy older adults without cognitive impairment, reported significant improvements in executive function and cognitive flexibility following a conceptual art intervention, which included elements of visual arts. This finding is partially consistent with the results of the present study. Drawing engages a variety of cognitive functions, including attention, decision-making, motor control, visual information processing, and working memory (<xref ref-type="bibr" rid="B39">Katz et al., 2021</xref>). Notably, creative drawing processes activate the executive control network in the prefrontal cortex (<xref ref-type="bibr" rid="B2">Bolwerk et al., 2014</xref>; <xref ref-type="bibr" rid="B17">De Pisapia et al., 2016</xref>). Associations with similar frontoparietal networks have also been reported (<xref ref-type="bibr" rid="B63">Raimo et al., 2021</xref>), suggesting that such creative engagement may induce structural changes in regions such as the medial frontal gyrus, a part of the frontal lobe (<xref ref-type="bibr" rid="B11">Chamberlain et al., 2014</xref>). Therefore, sustained engagement in digital art&#x2014;an inherently creative activity&#x2014;may contribute to observable improvements in executive functions, particularly those related to frontal lobe activity. However, it is noteworthy that, in this study, the FAB exhibited a trend toward improvement in executive function, while other tests that also measure executive function, such as the TMT and the Stroop task, did not show clear changes. This result may be because of differences in the domain of executive function that each test measures. The FAB was developed as a comprehensive measure of executive function (<xref ref-type="bibr" rid="B22">Dubois et al., 2000</xref>). The TMT, on the other hand, focuses primarily on cognitive flexibility, while the Stroop task focuses on specific executive functions such as inhibitory control. Therefore, aspects of executive function that revealed improvements on the FAB may have not matched those measured on the TMT or the Stroop task. In addition, since mental fatigue affects cognitive performance (<xref ref-type="bibr" rid="B80">Van der Linden et al., 2003</xref>), the order in which the tests were administered may have played a significant role in the results. Specifically, participants may have felt more mental fatigue during the TMT and the Stroop task, which were administered in the middle-to-late stages of the test, than during the FAB, which was administered at the beginning. This may have affected the results. In the RAVLT, although a significant main effect of time was observed, both the IG and CG showed increased scores, suggesting that the observed improvements were likely due to practice effects. No clear improvements were found in the other cognitive indicators. <xref ref-type="bibr" rid="B49">Masika et al. (2020)</xref> contend that key features of effective visual art interventions involve components requiring a high level of cognitive engagement including art analysis/cognitive evaluation and tasks that stimulate creativity during art processing. Although the current program included a variety of tasks designed to stimulate creativity, the components involving art analysis, cognitive evaluation, and reflection were limited to brief write-ups at the end of each session. Ample time for deeper introspection or focused verbalization was not incorporated, resulting in potentially insufficient cognitive engagement to improve functions other than executive function.</p>
<p>No effects of the intervention were observed on psychological functions, as measured by the scores on depression symptoms (GDS-15-J) and life satisfaction (SWLS). Previous studies on visual arts interventions for older adults with diagnosed depression or depressive tendencies have reported improvements in depressive symptoms (<xref ref-type="bibr" rid="B14">Choi and Jeon, 2013</xref>; <xref ref-type="bibr" rid="B15">Ciasca et al., 2018</xref>; <xref ref-type="bibr" rid="B35">Im and Lee, 2014</xref>; <xref ref-type="bibr" rid="B33">Hsu et al., 2017</xref>; <xref ref-type="bibr" rid="B38">Kang et al., 2010</xref>) and self-esteem (<xref ref-type="bibr" rid="B12">Ching-Teng et al., 2019</xref>). These interventions were typically carried out by professional art therapists under therapeutic settings, dedicating considerable time to the verbal interpretation and discussion of artworks. According to <xref ref-type="bibr" rid="B23">Dunphy et al. (2019)</xref>, the emotional and internal mechanisms of such interventions involve the creation of art, providing a valuable distance for the externalization of internal subjective experiences and enabling visual communication. In addition, the completion of the artwork contributes to the strengthening of agency. The intervention in this study was intended for healthy older adults and was, therefore, more of a learning experience rather than a therapeutic intervention by a professional art therapist. No active approach to the psychological aspects of the participants was adopted by researchers and art demonstrators, as the program content predominantly focused on teaching and exploring digital art techniques.</p>
<p>A study by <xref ref-type="bibr" rid="B41">Kim (2013)</xref>, that also targeted healthy older adults, revealed certain psychological improvements, such as reductions in negative emotions and anxiety and increases in self-esteem. However, the intervention included significant time spent on group discussions (15&#x2013;20&#xa0;min of a 60&#x2013;75&#xa0;min session). In contrast, the intervention in this study allotted only approximately 3&#x2013;5&#xa0;min at the end of each session to complete a brief reflection sheet and share any impressions. The content of the reflection sheet included determining the participants&#x2019; understanding of the day&#x2019;s lesson, their emotions during the session, and optional, non-mandatory free-text feedback on the session. Based on these observations, the lack of psychological improvements in the present study could be attributed to several factors: the relatively good mental health of participants prior to the intervention, limited involvement by intervenors, and time allocated for externalizing and verbally processing participants&#x27; internal subjective experiences through art. The time allocated for deep introspection or discussion among participants was insufficient.</p>
<p>No statistically significant relationship was found between changes in drawing skills resulting from the digital visual art intervention and changes in cognitive or psychological functions. Previous research has revealed that training in visual arts can lead to changes in neural processing within brain regions that mediate the integration of perception and action (<xref ref-type="bibr" rid="B69">Schlegel et al., 2015</xref>). In addition, it has been suggested that drawing expertise may not stem from improved perceptual abilities but from enhanced capacity to transform perceived information into creative actions (<xref ref-type="bibr" rid="B60">Perdreau and Cavanagh, 2011</xref>). From this perspective, while artistic drawing itself may serve as a stimulus contributing to cognitive function, the process of acquiring drawing expertise emphasizes integrating perceived information with motor control and coordination between eye and hand movements&#x2014;functions supported by complex brain networks. Therefore, improvements in drawing expertise may be more closely reflected in changes in brain network connectivity than in improvements in specific subdomains of cognitive function as measured in the present study. Furthermore, the drawing ability assessment employed in this study was originally developed as a general measure of traditional drawing skills (<xref ref-type="bibr" rid="B11">Chamberlain et al., 2014</xref>). However, acquiring digital visual art skills involves not only basic artistic abilities but also the effective use of digital software and tools. The skills participants developed through the program included effective use of pen functions, layer management, selection tools, and diverse coloring techniques&#x2014;elements beyond conventional drawing activities. Thus, the learning outcomes of the program may not have been fully captured by a drawing skill test focused solely on traditional drawing ability. Regarding psychological functions, as noted by <xref ref-type="bibr" rid="B23">Dunphy et al. (2019)</xref>, the internal and subjective world of participants plays a critical role. Therefore, participants&#x2019; subjective sense of achievement&#x2014;such as feeling that they had &#x201c;improved&#x201d;&#x2014;may be more strongly associated with psychological effects than with objective evaluations of drawing ability. In light of these considerations, future research should revisit the evaluation indicators used to assess the relationship between drawing skill and cognitive/psychological functions. Refining both the task design and evaluation methods to better reflect the specific learning content of the program will be an important challenge.</p>
<p>This study has several limitations. First, its results only exhibited significant trends rather than a clear significant difference; therefore, they should be interpreted cautiously. The results of this study demonstrated trends toward improvement rather than statistically significant differences. Several factors may have contributed to this outcome, including limitations in sample size, insufficient control of confounding variables such as participants&#x2019; social and leisure activities, potential shortcomings in the newly developed intervention program, and possible mismatches between the selected outcome measures and the actual effects of the intervention. As a pioneering attempt, this study is positioned as a pilot investigation, and the findings provide valuable insights for future research. Moving forward, it will be essential to address these limitations by expanding the sample size, refining the research design. Second, the study did not incorporate measures related to social interaction. <xref ref-type="bibr" rid="B49">Masika et al. (2020)</xref>, <xref ref-type="bibr" rid="B50">Masika et al. (2022)</xref> contended that visual art exerts its effects on cognitive and psychological functioning through the three mechanisms of physiological, cognitive, and social stimulations. In the present study, each group consisted of fixed members, and the long-term nature of the program appeared to foster the formation of small-scale communities among participants. Social interaction has been shown to positively influence both cognitive function (<xref ref-type="bibr" rid="B40">Kelly et al., 2017</xref>) and psychological wellbeing (<xref ref-type="bibr" rid="B57">Nyqvist et al., 2013</xref>) among older adults. Future studies should include indicators of social interaction and analyze their associations with cognitive and psychological outcomes to allow for a more comprehensive and ecologically valid understanding of the effects of digital art learning. Third, while this study employed quantitative methods to analyze the data, quantitative analysis alone could not capture the subjective and individualized experiences of participants throughout the digital art learning process. Previous research has utilized qualitative methods to explore participants&#x2019; inner experiences in greater depth (<xref ref-type="bibr" rid="B9">Cantu and Fleuriet, 2017</xref>; <xref ref-type="bibr" rid="B47">MacLeod et al., 2016</xref>; <xref ref-type="bibr" rid="B66">Rose and Lonsdale, 2016</xref>; <xref ref-type="bibr" rid="B73">Stickley et al., 2016</xref>). In addition, some studies have adopted mixed-methods approaches combining both quantitative and qualitative data (<xref ref-type="bibr" rid="B7">Camic et al., 2014</xref>; <xref ref-type="bibr" rid="B61">Phinney et al., 2014</xref>). These studies have provided rich insights into participants&#x2019; emotional states during the creative process, their renewed appreciation of the world and its beauty (<xref ref-type="bibr" rid="B9">Cantu and Fleuriet, 2017</xref>), personal growth (e.g., acquiring new abilities through the creation of art), and a sense of meaning and fulfillment (e.g., personal expression, perceived significance, and satisfaction) (<xref ref-type="bibr" rid="B47">MacLeod et al., 2016</xref>)&#x2014;aspects that go beyond what can be measured through quantitative indicators alone. Therefore, future research should incorporate qualitative approaches in addition to quantitative methods to further elucidate the multifaceted effects of digital art learning on older adults. Moreover, the program content and instructional methods should be continuously updated to optimize its effectiveness in maintaining and enhancing cognitive and psychological functioning. Therefore, future studies should address the identified limitations and advance the development of more refined and adaptable digital art programs.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>This study details one of the first attempts to examine the effects of digital visual art learning on cognitive and psychological functions in healthy older adults. Its results suggest that digital visual art learning tends to improve frontal lobe functions, mainly executive functions. The findings of this study highlight the potential utility of digital visual arts learning as an innovative, non-pharmacological approach to support cognitive function in older adults and may promote healthy longevity in the community. Future studies should develop effective and adaptive digital art learning programs for older adults by increasing the sample size, while examining indices of social interaction and adopting a more individualized approach using qualitative methods as well.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="ethics-statement" id="s7">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethics Committee of Tohoku University Graduate School of Medicine. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>AU: Conceptualization, Methodology, Investigation, Data curation, Formal analysis, Project administration, Writing &#x2013; original draft. RB: Conceptualization, Methodology, Investigation, Writing &#x2013; review and editing. TS: Investigation, Writing &#x2013; review and editing. MT: Investigation, Data curation, Formal analysis, Writing &#x2013; review and editing. KS: Investigation, Data curation, Writing &#x2013; review and editing. YD: Data curation, Writing &#x2013; review and editing. FA: Supervision, Writing &#x2013; review and editing. YT: Supervision, Writing &#x2013; review and editing</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was funded by Wacom Corporation, the manufacturer and supplier of the digital pen tablets used in this study. Wacom, Inc. was not involved in the design, data collection, interpretation, writing of the paper, or decision to publish the paper.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>Some of the anonymized data obtained in this study were provided to Wacom, Inc. under a strict control system, and may indirectly contribute to the company&#x2019;s business. However, in the interest of scientific integrity, all analyses and conclusions in this study are the responsibility of the researchers and are not influenced by the interests of Wacom, Inc. In addition, this study was reviewed and approved by the Conflict of Interest Management Committee of Tohoku University.</p>
</sec>
<sec sec-type="ai-statement" id="s11">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s12">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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