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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2023.1134116</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Early musical training benefits to non-musical cognitive ability associated with the Gestalt principles</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hou</surname>
<given-names>Jiancheng</given-names>
</name>
<xref rid="aff1" ref-type="aff"><sup>1</sup></xref>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<xref rid="aff3" ref-type="aff"><sup>3</sup></xref>
<xref rid="c001" ref-type="corresp"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1364295/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Chuansheng</given-names>
</name>
<xref rid="aff4" ref-type="aff"><sup>4</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3407/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dong</surname>
<given-names>Qi</given-names>
</name>
<xref rid="aff2" ref-type="aff"><sup>2</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3406/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Research Center for Cross-Straits Cultural Development, Fujian Normal University</institution>, <addr-line>Fuzhou, Fujian</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>State Key Lab of Cognitive Neuroscience and Learning, Beijing Normal University</institution>, <addr-line>Beijing</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>School of Public Health, Indiana University Bloomington</institution>, <addr-line>Bloomington, IN</addr-line>, <country>United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Psychological Science, University of California</institution>, <addr-line>Irvine, CA</addr-line>, <country>United States</country></aff>
<author-notes>
<fn id="fn0001" fn-type="edited-by"><p>Edited by: Timothy L. Hubbard, Arizona State University, United States</p></fn>
<fn id="fn0002" fn-type="edited-by"><p>Reviewed by: Zhao Yao, Xi&#x2019;an Jiaotong University, China; Wei Fan, Hunan Normal University, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Jiancheng Hou, <email>Bonjovi_hou@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>07</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1134116</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Hou, Chen and Dong.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Hou, Chen and Dong</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>
<p>Musical training has been evidenced to facilitate music perception, which refers to the consistencies, boundaries, and segmentations in pieces of music that are associated with the Gestalt principles. The current study aims to test whether musical training is beneficial to non-musical cognitive ability with Gestalt principles. Three groups of Chinese participants (with early, late, and no musical training) were compared in terms of their performances on the Motor-Free Visual Perception Test (MVPT). The results show that the participants with early musical training had significantly better performance in the Gestalt-like Visual Closure subtest than those with late and no musical training, but no significances in other Gestalt-unlike subtests was identified (Visual Memory, Visual Discrimination, Spatial Relationship, Figure Ground in MVPT). This study suggests the benefit of early musical training on non-musical cognitive ability with Gestalt principles.</p>
</abstract>
<kwd-group>
<kwd>early musical training</kwd>
<kwd>Gestalt</kwd>
<kwd>visual closure</kwd>
<kwd>motor-free visual perception test</kwd>
<kwd>non-musical cognitive ability</kwd>
</kwd-group>
<contract-num rid="cn1">B07008</contract-num>
<contract-sponsor id="cn1">Ministry of Education of China<named-content content-type="fundref-id">10.13039/501100002338</named-content></contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="91"/>
<page-count count="7"/>
<word-count count="5819"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Cognition</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>The Gestalt theory in psychology was developed in Germany as a reaction to Elementalism and Behaviorism (<xref ref-type="bibr" rid="ref80">Schultz and Schultz, 2004</xref>; <xref ref-type="bibr" rid="ref43">Kaya and Akdemir, 2016</xref>). It proposes that the operational principles of the mind and brain are parallel, holistic, and analogical, with self-organizing tendencies (<xref ref-type="bibr" rid="ref26">Garner, 1978</xref>; <xref ref-type="bibr" rid="ref23">Delige, 1987</xref>; <xref ref-type="bibr" rid="ref68">Narmour, 1989</xref>; <xref ref-type="bibr" rid="ref46">Kimchi, 1994</xref>, <xref ref-type="bibr" rid="ref47">2003</xref>; <xref ref-type="bibr" rid="ref19">Darwin, 1997</xref>, <xref ref-type="bibr" rid="ref20">2008</xref>; <xref ref-type="bibr" rid="ref90">van der Helm, 2004</xref>; <xref ref-type="bibr" rid="ref93">Wagemans et al., 2012</xref>). The Gestalt theory was originally defined as the ability to form human senses, especially in terms of the visual perception and recognition of whole figures rather than a collection of simple curves or lines (<xref ref-type="bibr" rid="ref26">Garner, 1978</xref>; <xref ref-type="bibr" rid="ref72">Pomerantz, 1981</xref>; <xref ref-type="bibr" rid="ref76">Rock, 1986</xref>; <xref ref-type="bibr" rid="ref45">Kimchi, 1992</xref>, <xref ref-type="bibr" rid="ref46">1994</xref>; <xref ref-type="bibr" rid="ref91">Wagemans, 1995</xref>, <xref ref-type="bibr" rid="ref92">1997</xref>; <xref ref-type="bibr" rid="ref93">Wagemans et al., 2012</xref>).</p>
<p>Like the visual domain, music has been greatly examined through the Gestalt theory, which refers to similarity, closure, continuity, proximity, conformity, etc. (<xref ref-type="bibr" rid="ref23">Delige, 1987</xref>; <xref ref-type="bibr" rid="ref68">Narmour, 1989</xref>; <xref ref-type="bibr" rid="ref19">Darwin, 1997</xref>, <xref ref-type="bibr" rid="ref20">2008</xref>). Pitch, rhythm, melody, and emotion, which are the major components of music organization, reveal an integration of cognitive phenomena (<xref ref-type="bibr" rid="ref54">Lerdahl and Jackendoff, 1983</xref>; <xref ref-type="bibr" rid="ref19">Darwin, 1997</xref>, <xref ref-type="bibr" rid="ref20">2008</xref>; <xref ref-type="bibr" rid="ref38">Jackendoff and Lerdahl, 2006</xref>; <xref ref-type="bibr" rid="ref86">Sussman, 2007</xref>). For example, the auditory features are extracted when listening to music; they then enter the auditory sensory system (or echoic memory) and form a representation of auditory Gestalt (<xref ref-type="bibr" rid="ref28">Griffiths and Warren, 2004</xref>; <xref ref-type="bibr" rid="ref49">Koelsch, 2011</xref>). Tonal Pitch Space, which was put forward by <xref ref-type="bibr" rid="ref53">Lerdahl (2001)</xref> and emphasizes the understanding to music perception, is primarily based on the Gestalt principles of similarity and proximity (<xref ref-type="bibr" rid="ref48">Klumpenhouwer, 2002</xref>).</p>
<p>The benefits of musical training to musical abilities (e.g., pitch, rhythm, melody perceptions) and some non-musical abilities (e.g., language, math, spatial reasoning) have been widely confirmed. Based on the Gestalt and musicology theories, individuals with musical training experience are able to accurately employ the concept of fugue (a polyphonic music genre with independent lines that can simultaneously unfold in different relationships; see <xref ref-type="bibr" rid="ref55">Levi, 1978</xref>) in their music perception (<xref ref-type="bibr" rid="ref39">Jacobs, 1960</xref>). <xref ref-type="bibr" rid="ref21">Deliege and Ahmadi (1990)</xref> found that individuals with musical training show more consistency when they perceive a boundary or segmentation in a music auditory stream compared to untrained individuals. <xref ref-type="bibr" rid="ref22">Deliege et al. (1996)</xref> and <xref ref-type="bibr" rid="ref65">Mungan et al. (2017)</xref> found that musicians tend to employ declarative knowledge about tonal relations when they play a coherent piano piece. <xref ref-type="bibr" rid="ref15">Clarke and Krumhansl (1990)</xref> found that musicians can strongly evaluate surface-related features (e.g., rhythm, contour, pauses) and boundaries when they listen to a Stockhausen piano piece.</p>
<p>However, as far as we know, no study has examined whether musical training experience could benefit non-musical cognitive ability linked to the Gestalt principles. Moreover, previous studies have evidenced the different effects of early and late musical training because early training may have greater effects on brain function or structure than late training (<xref ref-type="bibr" rid="ref30">Hensch, 2005</xref>; <xref ref-type="bibr" rid="ref84">Steele et al., 2013</xref>), such as improved maturation in the sensorimotor region or enhanced white matter in the corpus callosum (<xref ref-type="bibr" rid="ref84">Steele et al., 2013</xref>), which may facilitate non-musical cognitive abilities (e.g., language, attention, decision-making; <xref ref-type="bibr" rid="ref84">Steele et al., 2013</xref>; <xref ref-type="bibr" rid="ref61">Miendlarzewska and Trost, 2014</xref>; <xref ref-type="bibr" rid="ref36">Hou et al., 2017</xref>). Therefore, the current study aims to test the hypothesis that early musical training is beneficial to non-musical cognitive ability linked to the Gestalt principles compared to later and no musical training. Visual Closure, one subtest from the Motor-Free Visual Perception Test (MVPT), was used as a test because it refers to the Gestalt-like ability to perceive a whole figure when fragments are missing (<xref ref-type="bibr" rid="ref60">McCane-Bowling, 2006</xref>).</p>
</sec>
<sec sec-type="methods" id="sec2">
<title>Methods</title>
<sec id="sec3">
<title>Participants</title>
<p>Data for this study came from a larger project (see <xref ref-type="bibr" rid="ref29">He et al., 2010</xref>; <xref ref-type="bibr" rid="ref14">Chen et al., 2013</xref>; <xref ref-type="bibr" rid="ref35">Hou et al., 2014</xref>, <xref ref-type="bibr" rid="ref33">2015</xref>). A total of 563 undergraduates at Beijing Normal University participated in the MVPT and other cognitive tests (see below for details). Among them, 42 participants (11 men and 31 women) had early musical training (e.g., keyboard, piano, violin, and accordion) starting before the age of 7&#x2009;years (see <xref rid="tab1" ref-type="table">Table 1</xref>); 49 participants (11 men and 38 women) had late musical training (e.g., piano, clarinet, keyboard, and saxophone) starting after the age of 8&#x2009;years (see <xref rid="tab1" ref-type="table">Table 1</xref>). From 472 participants who had no musical training, 60 participants (11 men and 49 women; see <xref rid="tab1" ref-type="table">Table 1</xref>) were selected to roughly match the early and late training participants in terms of age, gender, and IQ.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption><p>Characteristics and test performance of the participants.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Characteristics</th>
<th align="left" valign="top" rowspan="2">Index</th>
<th align="center" valign="top" colspan="2">Musical training group</th>
<th align="center" valign="top" colspan="2"><italic>F<sub>(2,148)</sub></italic></th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top"><italic>&#x03B7;</italic><sup>2</sup></th>
<th align="center" valign="top"><italic>MSE</italic></th>
</tr>
<tr>
<th align="center" valign="top">Early</th>
<th align="center" valign="top">Late</th>
<th align="center" valign="top">None</th>
<th/>
<th/>
<th/>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Age in years</td>
<td align="left" valign="middle">Years</td>
<td align="center" valign="top">20.45 (1.10)<xref rid="tfn1" ref-type="table-fn"><sup>a</sup></xref></td>
<td align="center" valign="middle">20.14 (1.26)</td>
<td align="center" valign="middle">20.55 (1.31)</td>
<td align="center" valign="middle">0.86</td>
<td align="center" valign="middle">0.31</td>
<td align="center" valign="middle">0.01</td>
<td align="center" valign="middle">5.90</td>
</tr>
<tr>
<td align="left" valign="middle">Gender (men/women)<xref rid="tfn2" ref-type="table-fn"><sup>b</sup></xref></td>
<td align="left" valign="middle">Number</td>
<td align="center" valign="top">42 (11/31)</td>
<td align="center" valign="middle">49 (11/38)</td>
<td align="center" valign="middle">60 (11/49)</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Handedness</td>
<td/>
<td align="center" valign="top">All right-handed</td>
<td align="center" valign="middle">All right-handed</td>
<td align="center" valign="middle">All right-handed</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Age at start of musical training in years</td>
<td align="left" valign="middle">Year</td>
<td align="center" valign="top">5.52 (0.63)</td>
<td align="center" valign="middle">10.66 (1.71)</td>
<td/>
<td align="center" valign="middle">64.32</td>
<td align="center" valign="middle">0.00</td>
<td align="center" valign="middle">0.44</td>
<td align="center" valign="middle">549.39</td>
</tr>
<tr>
<td align="left" valign="middle">Years of training</td>
<td align="left" valign="middle">Years</td>
<td align="center" valign="top">5.33 (3.82)</td>
<td align="center" valign="middle">2.82 (2.34)</td>
<td/>
<td align="center" valign="middle">13.46</td>
<td align="center" valign="middle">0.00</td>
<td align="center" valign="middle">0.13</td>
<td align="center" valign="middle">130.87</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="9"><italic>Test performances</italic></td>
</tr>
<tr>
<td align="left" valign="middle">IQ</td>
<td align="left" valign="middle">IQ score</td>
<td align="center" valign="top">128.48 (5.97)</td>
<td align="center" valign="middle">128.19 (7.55)</td>
<td align="center" valign="middle">127.05 (8.25)</td>
<td align="center" valign="middle">1.04</td>
<td align="center" valign="middle">0.33</td>
<td align="center" valign="middle">0.02</td>
<td align="center" valign="middle">56.26</td>
</tr>
<tr>
<td align="left" valign="middle">Visual closure</td>
<td align="left" valign="middle">Accuracy rate</td>
<td align="center" valign="top">95.05 (6.32)</td>
<td align="center" valign="middle">90.42 (8.82)</td>
<td align="center" valign="middle">90.58 (11.26)</td>
<td align="center" valign="middle">3.62</td>
<td align="center" valign="middle">0.03</td>
<td align="center" valign="middle">0.05</td>
<td align="center" valign="middle">0.01</td>
</tr>
<tr>
<td align="left" valign="middle">Visual memory</td>
<td align="left" valign="middle">Accuracy rate</td>
<td align="center" valign="top">85.15 (11.53)</td>
<td align="center" valign="middle">84.26 (10.08)</td>
<td align="center" valign="middle">84.91 (11.23)</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">0.92</td>
<td align="center" valign="middle">0.01</td>
<td align="center" valign="middle">0.01</td>
</tr>
<tr>
<td align="left" valign="middle">Visual discrimination</td>
<td align="left" valign="middle">Accuracy rate</td>
<td align="center" valign="top">93.07 (8.47)</td>
<td align="center" valign="middle">90.17 (12.53)</td>
<td align="center" valign="middle">88.40 (11.90)</td>
<td align="center" valign="middle">2.11</td>
<td align="center" valign="middle">0.13</td>
<td align="center" valign="middle">0.03</td>
<td align="center" valign="middle">0.01</td>
</tr>
<tr>
<td align="left" valign="middle">Spatial relationship</td>
<td align="left" valign="middle">Accuracy rate</td>
<td align="center" valign="top">84.76 (19.66)</td>
<td align="center" valign="middle">83.27 (21.35)</td>
<td align="center" valign="middle">81.72 (23.48)</td>
<td align="center" valign="middle">0.24</td>
<td align="center" valign="middle">0.79</td>
<td align="center" valign="middle">0.00</td>
<td align="center" valign="middle">0.05</td>
</tr>
<tr>
<td align="left" valign="middle">Figure ground</td>
<td align="left" valign="middle">Accuracy rate</td>
<td align="center" valign="top">54.76 (26.16)</td>
<td align="center" valign="middle">57.14 (23.09)</td>
<td align="center" valign="middle">51.38 (22.20)</td>
<td align="center" valign="middle">0.80</td>
<td align="center" valign="middle">0.45</td>
<td align="center" valign="middle">0.01</td>
<td align="center" valign="middle">0.06</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn1"><label>a</label><p>Shown in parentheses are SD (except for gender distribution).</p></fn>
<fn id="tfn2"><label>b</label><p>Gender distribution did not differ by group, <italic>&#x03C7;</italic><sup>2</sup> =&#x2009;3.22, <italic>p</italic> =&#x2009;0.23.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="sec4">
<title>Measures</title>
<p>Musical training history: Participants were asked about the age at which they started formal musical training, the types of musical instruments they used, and the number of years for which they had undergone formal training (see <xref ref-type="bibr" rid="ref36">Hou et al., 2017</xref>).</p>
<p>MVPT: The MVPT (version 3) is used to test the ability of visual perception without motor involvement. Five categories of visual perception were tested: Visual Closure, Visual Memory, Visual Discrimination, Spatial Relationship, and Figure Ground. Visual Closure involves the Gestalt-like ability to perceive a whole figure when fragments are missing; Visual Memory involves the ability to recognize a stimulus following a brief interval; Visual Discrimination requires the ability to discriminate between salient object features; Spatial Relationship involves the accurate perception of one object amongst other objects; Figure Ground refers to the ability to discriminate an object from its background (<xref ref-type="bibr" rid="ref10">Brown et al., 2003</xref>; <xref ref-type="bibr" rid="ref60">McCane-Bowling, 2006</xref>). Cronbach&#x2019;s alpha is 0.90 or above (<xref ref-type="bibr" rid="ref18">Colarusso and Hammill, 2003</xref>; <xref ref-type="bibr" rid="ref99">Zhu et al., 2010</xref>). A line drawing was shown to the participants and they were asked to choose the matching one from a set of four presented drawings. The accuracy rate for each item was used as the statistical index (see <xref ref-type="bibr" rid="ref34">Hou et al., 2022</xref>).</p>
<p>Wechsler Adult Intelligence Scale: The Wechsler Adult Intelligence Scale (WAIS) was used to test intelligence. From the total 11 subtests in the original WAIS, 3 verbal subtests (General Information, Similarity, and Digit Span) and 3 performance subtests (Block Design, Picture Completion, and Digit Symbols) were adopted in the WAIS-III Chinese Version that we used here. During testing, Digit Span, General Information, Picture Completion, and Similarity were verbally administered, Digit Symbols were measured with paper and pencil, whereas the Block Design was administered with blocks. The WAIS was individually tested, and the raw scores of each participant were transformed into a standardized IQ score (see <xref ref-type="bibr" rid="ref35">Hou et al., 2014</xref>, <xref ref-type="bibr" rid="ref36">2017</xref>, <xref ref-type="bibr" rid="ref34">2022</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec5">
<title>Results</title>
<p>From <xref rid="tab1" ref-type="table">Table 1</xref>, the three subgroups of participants were successfully matched because they had no differences in age, gender, and IQ. Moreover, the early training group had significantly more training years than the late training group.</p>
<p>One-way ANOVA analysis showed that in each item of MVPT, the three subgroups only significantly differed in Visual Closure (see <xref rid="tab1" ref-type="table">Table 1</xref>). <italic>Post hoc</italic> analysis showed that the participants with early musical training performed significantly better in Visual Closure than those with late and no musical training (early vs. late: <italic>p</italic> =&#x2009;0.02; early vs. no: p&#x2009;=&#x2009;0.02). Participants with late and no musical training showed no significant differences in their Visual Closure performance (<italic>p</italic> =&#x2009;0.93) (see <xref rid="fig1" ref-type="fig">Figure 1</xref>). Moreover, the three subgroups had no significances in the other four MVPT subitems (see <xref rid="tab1" ref-type="table">Table 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption><p>Visual closure scores of the three groups. Error bars indicate standard errors. &#x002A;<italic>p</italic> &#x003C; 0.05.</p></caption>
<graphic xlink:href="fpsyg-14-1134116-g001.tif"/>
</fig>
<p><xref rid="tab2" ref-type="table">Table 2</xref> shows the intercorrelations among the variables. Age at start of training was significantly correlated with years of training and Visual Discrimination. Years of training was significantly correlated with Visual Closure. Visual Closure was significantly correlated with Visual Memory, Visual Discrimination, Spatial Relationship, Figure Ground, and IQ. There were also significant correlations between related constructs, specifically, between Visual Memory and Visual Discrimination/Figure Ground/IQ, respectively; between Visual Discrimination and Spatial Relationship/Figure Ground/IQ, respectively; between Spatial Relationship and Figure Ground; and between Figure Ground and IQ.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption><p>Intercorrelations (Pearson&#x2019;s <italic>r</italic>) among major variables.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top" rowspan="2">Variables</th>
<th align="center" valign="top" rowspan="2">Years of training</th>
<th align="center" valign="top" rowspan="2">IQ</th>
<th align="center" valign="top" colspan="5">MVPT</th>
</tr>
<tr>
<th align="center" valign="top">Visual closure</th>
<th align="center" valign="top">Visual memory</th>
<th align="center" valign="top">Visual discrimination</th>
<th align="center" valign="top">Spatial relationship</th>
<th align="center" valign="top">Figure ground</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Age at start of training</td>
<td align="center" valign="middle">&#x2212;0.64<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.02</td>
<td align="center" valign="middle">&#x2212;0.121</td>
<td align="center" valign="middle">&#x2212;0.04</td>
<td align="center" valign="middle">&#x2212;0.18<sup>&#x002A;</sup></td>
<td align="center" valign="middle">&#x2212;0.07</td>
<td align="center" valign="middle">&#x2212;0.12</td>
</tr>
<tr>
<td align="left" valign="middle">Years of training</td>
<td/>
<td align="center" valign="middle">&#x2212;0.10</td>
<td align="center" valign="middle">0.19<sup>&#x002A;</sup></td>
<td align="center" valign="middle">0.03</td>
<td align="center" valign="middle">0.12</td>
<td align="center" valign="middle">0.00</td>
<td align="center" valign="middle">&#x2212;0.06</td>
</tr>
<tr>
<td align="left" valign="middle">IQ</td>
<td/>
<td/>
<td align="center" valign="middle">0.19<sup>&#x002A;</sup></td>
<td align="center" valign="middle">0.25<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.20<sup>&#x002A;</sup></td>
<td align="center" valign="middle">0.15</td>
<td align="center" valign="middle">0.18<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Visual closure</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.20<sup>&#x002A;</sup></td>
<td align="center" valign="middle">0.45<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.24<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.27<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Visual memory</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.18<sup>&#x002A;</sup></td>
<td align="center" valign="middle">0.14</td>
<td align="center" valign="middle">0.20<sup>&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Visual discrimination</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.40<sup>&#x002A;&#x002A;</sup></td>
<td align="center" valign="middle">0.33<sup>&#x002A;&#x002A;</sup></td>
</tr>
<tr>
<td align="left" valign="middle">Spatial relationship</td>
<td align="center" valign="middle">-</td>
<td align="center" valign="middle">-</td>
<td/>
<td/>
<td/>
<td/>
<td align="center" valign="middle">0.33<sup>&#x002A;&#x002A;</sup></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>N</italic> =&#x2009;151. For the purpose of correlational analyses, years of training was assigned 0 for the participants who had no musical training, and, correspondingly, age at start of training was assigned the average age of 20&#x2009;years. <sup>&#x002A;</sup> <italic>p</italic> &#x003C;&#x2009;0.05, <sup>&#x002A;&#x002A;</sup> <italic>p</italic> &#x003C;&#x2009;0.01.</p>
</table-wrap-foot>
</table-wrap>
<p>Because years of training, IQ, and four other MVPT items were significantly correlated with Visual Closure, analysis of covariance was performed to examine whether group differences remained after controlling for years of training, IQ, and the other four items. The results showed that the inclusion of these variates affected the group differences in Visual Closure (<italic>F</italic> <sub>(2,148)</sub>&#x2009;=&#x2009;2.12, <italic>p</italic>&#x2009;=&#x2009;0.12, <italic>&#x03B7;<sup>2</sup></italic>&#x2009;=&#x2009;0.03, <italic>MSE</italic>&#x2009;=&#x2009;0.01).</p>
</sec>
<sec sec-type="discussions" id="sec6">
<title>Discussion</title>
<p>Many studies have confirmed the effect of musical training (<xref ref-type="bibr" rid="ref27">George and Coch, 2011</xref>; <xref ref-type="bibr" rid="ref95">Wong and Gauthier, 2012</xref>; <xref ref-type="bibr" rid="ref59">Matthews et al., 2018</xref>), even late or short musical training (<xref ref-type="bibr" rid="ref96">Wong et al., 2019</xref>; <xref ref-type="bibr" rid="ref13">Che et al., 2022</xref>; <xref ref-type="bibr" rid="ref97">Zanto et al., 2022</xref>), on visual perception, but no study has examined the effect of musical training on visual perception associated with the Gestalt principles as far as we know. Through the Visual Closure subset from the MVPT, the current study confirms our hypothesis that, unlike late musical training, early musical training is beneficial to non-musical cognitive ability associated with Gestalt-like ability.</p>
<p>Unlike other visual perceptual skills, such as Visual Discrimination (the ability to recognize similarities and differences between shapes, sizes, colors, objects, and patterns), Figure Ground (the ability to filter visual information that is not important so that an individual can focus on the relevant visual information), and Visual Memory (the ability to immediately recall what the eye has seen), Visual Closure allows an individual to know what an object is even when the object is only partially visible, and it is necessary to quickly view objects and mentally determine what they are before an individual sees the entire object (<xref ref-type="bibr" rid="ref18">Colarusso and Hammill, 2003</xref>; <xref ref-type="bibr" rid="ref60">McCane-Bowling, 2006</xref>). This is similar to a separation or boundary in music, which is usually located at a place that plays a crucial role in a piece of music and can catch the listener&#x2019;s attention, allowing them to extract information for a better understanding of the piece (<xref ref-type="bibr" rid="ref65">Mungan et al., 2017</xref>). The attention of the listener is caught at a more implicit level in non-musicians but at a relatively explicit level in musicians (<xref ref-type="bibr" rid="ref8">Bigand and Poulin-Charronnat, 2006</xref>; <xref ref-type="bibr" rid="ref65">Mungan et al., 2017</xref>). Indeed, early musical training can improve the ability of attention processing (<xref ref-type="bibr" rid="ref79">Schlaug et al., 2005</xref>; <xref ref-type="bibr" rid="ref62">Moreno et al., 2009</xref>; <xref ref-type="bibr" rid="ref73">Posner and Patoine, 2009</xref>; <xref ref-type="bibr" rid="ref51">Kraus et al., 2012</xref>, <xref ref-type="bibr" rid="ref50">2014</xref>; <xref ref-type="bibr" rid="ref70">Nutley et al., 2013</xref>). This might explain why early musical training could drive better performance on music segmentations with a more top-down and explicit method (<xref ref-type="bibr" rid="ref65">Mungan et al., 2017</xref>) that could possibly transfer to non-musical cognitive performance.</p>
<p>Moreover, the Gamma band (&#x03B3;), a physiological index through the electroencephalography (EEG) measure, reflects numerous neural oscillations and synchronization in the high-frequency range (&#x003E;30&#x2009;Hz) an enhanced ability of cognitive integration, and it can also detect phase synchronization (or synchrony) (<xref ref-type="bibr" rid="ref83">Singer and Gray, 1995</xref>; <xref ref-type="bibr" rid="ref77">Rodriguez et al., 1999</xref>; <xref ref-type="bibr" rid="ref64">Mormann et al., 2000</xref>; <xref ref-type="bibr" rid="ref7">Bhattacharya et al., 2001</xref>; <xref ref-type="bibr" rid="ref40">Jausovec and Habe, 2003</xref>; <xref ref-type="bibr" rid="ref37">Hou and Liu, 2009</xref>; <xref ref-type="bibr" rid="ref89">Urakami et al., 2013</xref>; <xref ref-type="bibr" rid="ref88">Tseng et al., 2019</xref>). Its induced evocation or oscillations not only represent the attention and memory representations or other cognitive functions (<xref ref-type="bibr" rid="ref31">Herrmann, 2001</xref>; <xref ref-type="bibr" rid="ref4">Bauer et al., 2006</xref>; <xref ref-type="bibr" rid="ref71">Poikonen, 2018</xref>), but also be responsible for Gestalt processing (<xref ref-type="bibr" rid="ref44">Keil et al., 1999</xref>; <xref ref-type="bibr" rid="ref31">Herrmann, 2001</xref>; <xref ref-type="bibr" rid="ref41">Kaiser and Lutzenberger, 2003</xref>; <xref ref-type="bibr" rid="ref28">Griffiths and Warren, 2004</xref>; <xref ref-type="bibr" rid="ref52">Lachaux et al., 2005</xref>; <xref ref-type="bibr" rid="ref81">Sedley and Cunningham, 2013</xref>; <xref ref-type="bibr" rid="ref78">Sanyal et al., 2017</xref>; <xref ref-type="bibr" rid="ref71">Poikonen, 2018</xref>). Some studies have shown that, compared to non-musicians, early musical training in musicians induces Gamma significance during music listening (<xref ref-type="bibr" rid="ref7">Bhattacharya et al., 2001</xref>; <xref ref-type="bibr" rid="ref6">Bhattacharya and Petsche, 2001</xref>) or music imagery (<xref ref-type="bibr" rid="ref89">Urakami et al., 2013</xref>) or when they perform a classical Shepard-Metzler mental rotation task (<xref ref-type="bibr" rid="ref7">Bhattacharya et al., 2001</xref>). This is possibly because musical training may integrate implicit music memory (<xref ref-type="bibr" rid="ref7">Bhattacharya et al., 2001</xref>; <xref ref-type="bibr" rid="ref6">Bhattacharya and Petsche, 2001</xref>; <xref ref-type="bibr" rid="ref89">Urakami et al., 2013</xref>) or direct internal self-reference (<xref ref-type="bibr" rid="ref89">Urakami et al., 2013</xref>) or bind together several features of the intrinsic complexity of music in a dynamic way (<xref ref-type="bibr" rid="ref7">Bhattacharya et al., 2001</xref>).</p>
<p>Furthermore, early musical training has preferable impacts on brain function and structure compared to late musical training (<xref ref-type="bibr" rid="ref30">Hensch, 2005</xref>; <xref ref-type="bibr" rid="ref84">Steele et al., 2013</xref>). A brain white matter study found that early musical training (before 7&#x2009;years old) significantly facilitates neural maturity, such as the sensorimotor cortex (<xref ref-type="bibr" rid="ref84">Steele et al., 2013</xref>) that is associated with the processing of attention and top-down control (<xref ref-type="bibr" rid="ref85">Sumner et al., 2006</xref>; <xref ref-type="bibr" rid="ref94">Witt and Stevens, 2013</xref>; <xref ref-type="bibr" rid="ref5">Belkaid et al., 2017</xref>; <xref ref-type="bibr" rid="ref63">Morillon and Baillet, 2017</xref>), both of which are linked to Gestalt-like ability (<xref ref-type="bibr" rid="ref57">Li and Logan, 2008</xref>; <xref ref-type="bibr" rid="ref82">Shen et al., 2013</xref>; <xref ref-type="bibr" rid="ref98">Zaretskaya et al., 2013</xref>; <xref ref-type="bibr" rid="ref42">Katsuki and Constantinidis, 2014</xref>; <xref ref-type="bibr" rid="ref58">Marini and Marzi, 2016</xref>). Moreover, early musical training can biochemically improve the level of dopamine D4 receptors in the prefrontal region of the brain (<xref ref-type="bibr" rid="ref69">Nemirovsky et al., 2009</xref>; <xref ref-type="bibr" rid="ref17">Cocker et al., 2014</xref>; <xref ref-type="bibr" rid="ref61">Miendlarzewska and Trost, 2014</xref>), and dopamine expression can enhance executive control or attention (<xref ref-type="bibr" rid="ref24">Durston et al., 2005</xref>; <xref ref-type="bibr" rid="ref2">Bakermans-Kranenburg et al., 2008</xref>; <xref ref-type="bibr" rid="ref3">Barnes et al., 2011</xref>; <xref ref-type="bibr" rid="ref87">Sweitzer et al., 2013</xref>; <xref ref-type="bibr" rid="ref16">Cleveland et al., 2015</xref>; <xref ref-type="bibr" rid="ref75">Qian et al., 2018</xref>).</p>
<p>We also found that, although age and IQ in the three groups were successfully matched, the effect of early musical training on Visual Closure was not independent of years of musical training, IQ, and four other subitems; after controlling for these variates, the effect of early training on Visual Closure performance did not significantly remain in this study. <xref ref-type="bibr" rid="ref60">McCane-Bowling (2006)</xref> showed that overall visual perceptual ability relies on the five subtests that have interrelated processes in MVPT. Indeed, our study also shows their significant intercorrelations. However, all the MVPT subitems, except Visual Closure, showed no significance among the three subgroups in our study. Moreover, the start time of training (early vs. late) seems to be insignificant. This is consistent with some previous studies that showed that age at the start of musical training (before vs. after the age of 7) is not associated with other cognitive abilities, such as vocabulary, IQ, reasoning, digit span, and letter-number sequences (<xref ref-type="bibr" rid="ref1">Bailey and Penhune, 2010</xref>, <xref ref-type="bibr" rid="ref01">2012</xref>; <xref ref-type="bibr" rid="ref36">Hou et al., 2017</xref>). Therefore, the deeper inner relationship between IQ, duration of musical training, some kinds of visual perception, and Gestalt-like visual processing should be further investigated.</p>
<p>The current study has some limitations. First, the three groups differed not only in early vs. late vs. no musical training but also in terms of musical instruments, music style, and training frequency. Therefore, these potential variables may covary with early vs. late training; for example, early training may be of higher frequency than late training, or early training may generally refer to the piano, whereas late training may refer to wind instruments (<xref ref-type="bibr" rid="ref36">Hou et al., 2017</xref>). Second, participants in the current study were Chinese non-musicians, i.e., they were not music majors in college, were not making a living as a musician, and did not appear to become professional musicians; thus, this study should be extended to professional musicians with other cultural backgrounds, and further examination is needed.</p>
<p>In summary, early musical training is associated with better non-musical cognitive ability with Gestalt principles. Replicating the current study in populations with other cultural backgrounds and examining the related neural basis are needed.</p>
</sec>
<sec sec-type="data-availability" id="sec7">
<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 id="sec8">
<title>Ethics statement</title>
<p>The studies involving human participants were reviewed and approved by the Institutional Review Board of the State Key Lab of Cognitive Neuroscience and Learning at Beijing Normal University. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="sec9">
<title>Author contributions</title>
<p>JH put forward the research idea, wrote the manuscript, organized the manuscript structure, and revised the manuscript. CC designed and organized the experiments, revised the manuscript, and applied for funding for the project. QD designed and organized the experiments, revised the manuscript, and applied for the funding for the project. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="sec10">
<title>Funding</title>
<p>This study was supported by the 111 Project from the Ministry of Education of China (B07008).</p>
</sec>
<sec sec-type="COI-statement" id="sec11">
<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>
</body>
<back>
<ack>
<p>The authors thank all the graduate research assistants who helped us with data collection.</p>
</ack>
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