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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Physiol.</journal-id>
<journal-title>Frontiers in Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Physiol.</abbrev-journal-title>
<issn pub-type="epub">1664-042X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="publisher-id">1131195</article-id>
<article-id pub-id-type="doi">10.3389/fphys.2023.1131195</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physiology</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Correlates of physical activity habits in adolescents: A systematic review</article-title>
<alt-title alt-title-type="left-running-head">Shao and Zhou</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphys.2023.1131195">10.3389/fphys.2023.1131195</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Shao</surname>
<given-names>Tianyi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2025002/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Xiaogang</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2007149/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Education</institution>, <institution>Zhejiang Normal University</institution>, <addr-line>Jinhua</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Educational Studies</institution>, <institution>Universiti Sains Malaysia</institution>, <addr-line>Penang</addr-line>, <country>Malaysia</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/1172223/overview">Lebaka Veeranjaneya Reddy</ext-link>, Yogi Vemana University, India</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/2213006/overview">Lijuan Wang</ext-link>, Shanghai University of Sport, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/724713/overview">Ryan Donald Burns</ext-link>, The University of Utah, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Xiaogang Zhou, <email>brucechou123456@gmail.com</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>04</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1131195</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Shao and Zhou.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Shao and Zhou</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>Physical activity habits are crucial for the physical and mental wellbeing of adolescents (individuals aged 10&#x2013;19&#xa0;years). However, few studies over the last two decades have systematically aggregated the influential factors of physical activity habits for adolescents. Five online databases (EBSCOhost (Eric), Psychology and Behavioral Sciences Collection, PubMed, Scopus, Web of Science) were searched for relevant studies published before 14 August 2022. Our systematic review indicated the following: 1) boys performed more physical activity habits than girls, whereas girls preferred to engage in moderate-to-vigorous physical activity; 2) physical activity in adolescents decreased with age; 3) African American adolescents performed significantly more habitual physical activities than white adolescents; 4) adolescents with higher literacy had better physical activity habits; 5) support from parents, teachers, friends, and others helped adolescents in developing physical activity habits; 6) adolescents who spent less time participating in habitual physical activity had a higher body mass index; 7) adolescents who reported higher levels of self-efficacy and satisfaction with school sports tended to have stronger physical activity habits; 8) sedentary behavior, smoking, drinking, prolonged screen time, negative emotions, and excessive use of media technology were correlated with reduced habitual physical activity in adolescents. These findings could help develop interventions to motivate adolescents and promote physical activity habits among them.</p>
</abstract>
<kwd-group>
<kwd>adolescents</kwd>
<kwd>physical activity habits</kwd>
<kwd>physical factors</kwd>
<kwd>cognitive factors</kwd>
<kwd>lifestyle factors</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Integrative Physiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Over recent years, the promotion of physical activity behaviors in adolescents has become a recognized goal of public health agencies worldwide (<xref ref-type="bibr" rid="B37">PAGACS, 2018</xref>; <xref ref-type="bibr" rid="B36">PGAC, 2018</xref> Physical Activity Guidelines Advisory Committee). Adolescence is a critical period of physical and mental growth, and lifestyle and health-promoting behaviors during this period are crucial (<xref ref-type="bibr" rid="B39">Patton et al., 2016</xref>). Therefore, the World Health Organization recommends adolescents to engage in regular physical activity, particularly moderate-to-vigorous physical activity (chiefly aerobic activities) for 60&#xa0;min on average and high-intensity aerobic activity and muscle and bone strengthening activities on at least 3&#xa0;days per week (<xref ref-type="bibr" rid="B7">Bull et al., 2020</xref>). Despite the numerous benefits of physical activity for adolescents, recent surveys have shown that the compliance rates for physical activity among adolescents are not promising. Data from a survey of 1.6 million participants from 146 countries (regions) indicated that more than 81% of adolescents worldwide failed to meet the recommended amount of physical activity (<xref ref-type="bibr" rid="B19">Guthold et al., 2020</xref>). Alarmingly, adherence to physical activity among adolescents tended to decline with age (<xref ref-type="bibr" rid="B14">Dumith et al., 2011</xref>), and several adolescents gradually discontinued physical activities. A previous study reported that 29.7% (n &#x3d; 894) of 3013 10-year-old exercise participants dropped out of physical activity at the age of 12&#xa0;years and that 33.3% (n &#x3d; 705) of 2016 12-year-old exercise participants dropped out of physical activity at the age of 14&#xa0;years (<xref ref-type="bibr" rid="B46">Vella et al., 2020</xref>).</p>
<p>Habits are often defined as repeatedly and frequently performed behaviors (<xref ref-type="bibr" rid="B35">Ouellette and Wood, 1998</xref>; <xref ref-type="bibr" rid="B41">Rhodes and Courneya, 2003</xref>). Habit formation relies on context-dependent repetition; that is, reliable and frequent initiation of a behavior in the same context is a prerequisite for the behavior to become a habit (<xref ref-type="bibr" rid="B16">Gardner et al., 2011</xref>). When applied to exercise psychology, physical activity habits are healthy lifestyle behaviors that can be performed consistently and frequently over a long period of time, which can be automatically elicited without considerable intentional effort (<xref ref-type="bibr" rid="B1">Aarts et al., 1997</xref>).</p>
<p>Research on physical activity habits did not become prevalent until the 21st century. In 2008, Verplanken and Melkevik applied the Self-Reported Habit Index for exercise behavior, and their initial study showed that this measure was stable and reliable, more importantly, confirmed that habits are different from motor behavior frequency, intention, and perceived behavioral control (<xref ref-type="bibr" rid="B47">Verplanken and Melkevik, 2008</xref>). The number of studies on physical activity habits in adolescents has increased substantially in recent years, and the findings show that various factors influence exercise habits (<xref ref-type="bibr" rid="B20">Hagger, 2019</xref>; <xref ref-type="bibr" rid="B29">Lee and Yoon, 2019</xref>). To date, only one review has examined the correlates of physical activity habits in adolescents; nonetheless, it was not strictly a systematic review and was published much earlier (<xref ref-type="bibr" rid="B1">Aarts et al., 1997</xref>).</p>
<p>Considering the need for an updated and comprehensive literature review on this topic, we therefore systematically reviewed the literature to identify the factors influencing the physical activity habits of adolescents.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Literature sources and search strategy</title>
<p>This study adopted a two-step search strategy to identify relevant studies. Based on the PRISMA statement (<xref ref-type="bibr" rid="B33">Moher et al., 2015</xref>), studies were identified for inclusion through five electronic databases (EBSCO host (Eric), Psychology and Behavioral Sciences Collection, PubMed, Scopus, Web of Science). Our search strategy involved the following terms: 1) adolescent&#x2a; OR teens OR teenager&#x2a; OR juvenile OR school-aged AND children; 2) physical AND activity OR physical AND exercise OR sports AND activities OR sport AND movement OR sport&#x2a;. activities OR sport OR movement OR sport&#x2a; OR motor OR athletic AND sports; and 3) habit&#x2a; OR custom&#x2a; OR behavior AND habit&#x2a; (see <xref ref-type="sec" rid="s11">Supplementary Material S1</xref> [<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>] for the search strategy used in each database).</p>
<p>All originally retrieved records were imported into the EndNote X9 data management system and were independently confirmed and managed by two authors. If any discrepancy arose in this process, the final decision was made through a consensus discussion.</p>
</sec>
<sec id="s2-2">
<title>2.2 Inclusion and exclusion criteria</title>
<p>The inclusion criteria were as follows: 1) studies on correlates of physical activity habits in adolescents; 2) studies with participants aged between 10 and 19&#xa0;years, defined as &#x201c;adolescents&#x201d; by the World Health Organization (<xref ref-type="bibr" rid="B49">WHO, 2022</xref>), or those with a mean age within this range; 3) articles published in English; 4) peer-reviewed journal articles; and 5) empirical studies. Studies were excluded if they 1) were not related to the topic; 2) focused on unhealthy or special populations (e.g., individuals with chronic diseases or disabilities and professional athletes); 3) were non-empirical studies; 4) were published in a language other than English; or 5) were dissertations, conference articles and abstracts, reviews and correspondence, and unpublished articles.</p>
</sec>
<sec id="s2-3">
<title>2.3 Study quality evaluation and risk of bias</title>
<p>To assess the methodological quality of the included studies, we used an adaptation of the McMaster Review Scale-Quantitative Studies (<xref ref-type="bibr" rid="B33">Moher et al., 2015</xref>; <xref ref-type="bibr" rid="B42">Sarmento et al., 2018</xref>). This scale was used to assess the methodological quality of previous studies conducted in similar fields (<xref ref-type="bibr" rid="B23">Imms, 2008</xref>; <xref ref-type="bibr" rid="B31">Lu et al., 2017</xref>). The form contains 16 items, including study purpose (one item), study context (one item), study design (one item), sampling (two items), measurement (four items), data analysis (four items), conclusions (one item), and implications and limitations (two items). The methodological quality of each study was assessed by two independent reviewers, Prof. Jing Qi and Prof. Qidi Li, who thoroughly analyzed the relevant information. Through a comprehensive analysis, they evaluated the overall quality of the articles [<xref ref-type="sec" rid="s11">Supplementary Table S2</xref>]. Each item was assigned with 1 point when it was clearly described and present) or 0 point when it was inadequately described or not present. Any uncertainties and disagreements were resolved by the authors. The total score for each study was calculated by adding the total scores of the relevant items and dividing them by the total possible score. Scores of &#x3c;50%, 51%&#x2013;75%, and &#x3e;75% indicated low, good, and high quality, respectively (<xref ref-type="bibr" rid="B52">Zeng et al., 2017</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<p>The initial database search yielded a total of 1705 publications. Removal of duplicates resulted in 1131 remaining articles. After screening the publications by title and abstract, 574 articles were obtained. After reading the titles and abstracts and ranking the articles with non-English full text and reviews, 52 articles were obtained initially. Subsequently, the full texts of the remaining articles were read, and 18 articles were finally included after excluding studies with age discrepancies, special populations, and interventions and irrelevant articles (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Flow diagram of the study selection process.</p>
</caption>
<graphic xlink:href="fphys-14-1131195-g001.tif"/>
</fig>
<p>Comprehensive data extraction was performed for each study, including authors&#x2019; names and publication year, country of origin, focus, sampling characteristics (such as participant demographics, including age and sex, as well as sample size), study design, measurement tools, and main results. Data were extracted from each article using Microsoft Excel 2019. The key information of each study is presented in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Characteristics of the included articles.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Author/Year/Country</th>
<th align="center">Focus</th>
<th align="center">Sampling characteristic</th>
<th align="center">Design</th>
<th align="center">Measurement</th>
<th align="center">Main results</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<xref ref-type="bibr" rid="B6">B&#xe9;n&#xe9;fice et al. (2001)</xref> Senegal</td>
<td align="left">To examine habitual physical activity and its association with growth and nutritional status in adolescents from rural Senegal</td>
<td align="left">40 adolescents (Mean age &#x3d; 13.3 &#xb1; 0.5)</td>
<td align="left">Prospective</td>
<td align="left">CSA accelerometers</td>
<td align="left">The stature was negatively correlated with physical activity level, whereas the body mass index was positively associated pubertal status and subcutaneous fatness were not significant predictors of physical activity levels</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B17">Garnier and Benefice (2001)</xref> Senegal</td>
<td align="left">To analyze the relationship between nutritional and maturational status and habitual physical activity</td>
<td align="left">40 migrant and 40 non-migrant adolescents (Mean age &#x3d; 13.4 &#xb1; 15.3)</td>
<td align="left">Longitudinal</td>
<td align="left">3-day survey</td>
<td align="left">Less mature migrants are more physically active, and girls at the end of puberty reach a higher intensity index</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B43">Schmitz et al. (2002)</xref> USA</td>
<td align="left">To explore the association of demographic and psychosocial factors with physical activity and sedentary leisure habits in adolescents</td>
<td align="left">3798 adolescents aged 11&#x2013;15 (Mean age &#x3d; 12.8)</td>
<td align="left">Cross-sectional</td>
<td align="left">Two questions on a 5-point Likert scale</td>
<td align="left">Physical activity and sedentary leisure habits were associated with race, academic rank values of health, appearance, and parenting style</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B18">Gavarry et al. (2003)</xref> France</td>
<td align="left">To analyze habitual physical activity in adolescents from elementary to high school</td>
<td align="left">182 adolescents aged 6&#x2013;20</td>
<td align="left">Cross-sectional</td>
<td align="left">A questionnaire and a daily activity diary</td>
<td align="left">Males experienced a significant decrease of 69% and females a decrease of 36% in total physical activity levels from elementary to high school</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B27">Klentrou et al. (2003)</xref> Canada</td>
<td align="left">To examine the relationship between habitual physical activity, attitudes toward participation in physical activity, aerobic fitness, body fat and the frequency of upper respiratory tract infections in adolescents</td>
<td align="left">256 adolescents (Mean age &#x3d; 14.3 &#xb1; 0.3)</td>
<td align="left">Cohort</td>
<td align="left">The Habitual Activity Estimation Scale</td>
<td align="left">Adolescents who participate in less physical activity showed a higher body fat percentage, lower aerobic fitness, and a higher frequency of upper respiratory tract infections</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B26">Kim et al. (2007)</xref> Korea</td>
<td align="left">To examine the influence of psychosocial influences (social support, self-concept, and self-efficacy) on adolescents&#x2019; physical activity habits</td>
<td align="left">3653 adolescents aged 16&#x2013;19</td>
<td align="left">Cross-sectional</td>
<td align="left">Leisure-Time Exercise Questionnaire</td>
<td align="left">Adolescents&#x2019; self-concept, self-efficacy, and support from parents, teachers, close friends, peers, and others contribute to improved physical activity levels</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B24">Kaya et al. (2010)</xref> Turkey</td>
<td align="left">To investigate the physical activity habits of adolescents in a semi-urban area of Istanbul</td>
<td align="left">369 adolescents aged 11&#x2013;14 (Mean age &#x3d; 12.5 &#xb1; 0.87)</td>
<td align="left">Cross-sectional</td>
<td align="left">Questionnaire</td>
<td align="left">There are some sex-based differences in physical activity habits, with boys participating in physical activity more often than girls</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B34">Moreno-Murcia et al. (2011)</xref> Spain</td>
<td align="left">To explore the influence of physical self-concept on physical activity and other healthy lifestyle habits</td>
<td align="left">472 adolescents aged 16&#x2013;20 (Mean age &#x3d; 17.37 &#xb1; 0.95)</td>
<td align="left">Cross-sectional</td>
<td align="left">Habitual Physical Activity Questionnaire</td>
<td align="left">Current physical activity is positively correlated with the willingness to engage in physical activity in the future and to adopt healthy lifestyle habits</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B4">B&#x105;k-Sosnowska and Skrzypulec-Plinta (2012)</xref> Polish</td>
<td align="left">To analyze the physical activity preferences of adolescents and compare adolescents&#x2019; lifestyle statements with their parents&#x2019; beliefs</td>
<td align="left">711 adolescents aged 14&#x2013;15</td>
<td align="left">Cross-sectional</td>
<td align="left">10-question survey</td>
<td align="left">Physical activity levels were significantly correlated with the frequency of snack purchases</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B21">Hosseini et al. (2013)</xref> Iran</td>
<td align="left">To explore the role of parents in the development of physical activity habits in adolescents</td>
<td align="left">16 adolescents aged 10&#x2013;19</td>
<td align="left">Qualitative</td>
<td align="left">Not mentioned</td>
<td align="left">The role of parents in the physical activity of adolescent girls was to develop an interest in physical activity</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B40">Pi&#xe9;ron and Ruiz-Juan (2013)</xref> Spain</td>
<td align="left">To assess the relationship between the social environment and the physical activity habits of adolescents</td>
<td align="left">6170 adolescents aged 12&#x2013;16</td>
<td align="left">Cross-sectional</td>
<td align="left">Ad hoce questionnaire</td>
<td align="left">Family environment has been identified as a risk factor of physical inactivity in adolescent, with students are less likely to exercise regularly if their family members have never been physically active</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B51">Zach et al. (2013)</xref> Israel</td>
<td align="left">To present the result of physical activity habits among adolescents based on the national health survey</td>
<td align="left">6274 adolescents from 7 to 12 grades</td>
<td align="left">Cross-sectional</td>
<td align="left">MABAT youth questionnaire</td>
<td align="left">Middle school students were more physically active than high school students, boys were more physically active than girls, and Arab students were more physically active than Jewish students</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B12">Dos Santos et al. (2014)</xref> Mozambique</td>
<td align="left">To explore the changing trends of habitual physical activity of Mozambican adolescents</td>
<td align="left">3393 adolescents aged 8&#x2013;15</td>
<td align="left">Longitudinal</td>
<td align="left">Questionnaire</td>
<td align="left">The level of habitual physical activity among Mozambican adolescents exhibited a negative secular trend with age</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B48">Wafa et al. (2014)</xref> Malaysia</td>
<td align="left">To examine objectively measured physical activity in Malaysian adolescents and to compare the differences in physical activity levels between obese and healthy weight individuals</td>
<td align="left">86 obese adolescents and 86 healthy weight adolescents</td>
<td align="left">Cross-sectional</td>
<td align="left">Actigraph accelerometers</td>
<td align="left">Physical activity levels were particularly low in healthy and obese individuals, but the obese group had significantly lower moderate-to-vigorous physical activity than healthy group</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B50">Wushe et al. (2014)</xref> South Africa</td>
<td align="left">To explore the habitual physical activity of adolescents in the North West Province of South Africa by race and sex using an objective approach</td>
<td align="left">226 adolescents aged 15&#x2013;19</td>
<td align="left">Observational cohort</td>
<td align="left">Actiheart<sup>&#xae;</sup>
</td>
<td align="left">Habitual physical activity levels among South African adolescents vary by sex and race. Girls are more active than boys in moderate-to-vigorous physical activity, and white adolescents are more active than black adolescents</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B25">Kelishadi et al. (2016)</xref> Iran</td>
<td align="left">To compare the dietary and physical activity habits of a nationally representative sample of Iranian adolescents according to their family and regional socioeconomic status</td>
<td align="left">13,486 adolescents aged 6&#x2013;18 (Mean age &#x3d; 12.5)</td>
<td align="left">Cross-sectional</td>
<td align="left">World Health Organization Global School-based Student Health Survey</td>
<td align="left">Total screen time, time spent working on the computer and watching television, and sedentary time was significantly higher for those with higher household socioeconomic status</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B30">L&#xf3;pez S&#xe1;nchez et al. (2016)</xref> Spain</td>
<td align="left">To analyze the habitual physical activity levels adolescents in the Murcia region</td>
<td align="left">1055 adolescents (Mean age &#x3d; 11.77 &#xb1; 2.86)</td>
<td align="left">Cross-sectional</td>
<td align="left">Physician-based Assessment and Counseling for Exercise questionnaire</td>
<td align="left">There were sex-based differences in physical activity, with more active boys than active girls</td>
</tr>
<tr>
<td align="center">
<xref ref-type="bibr" rid="B8">Carayanni et al. (2021)</xref> Greece</td>
<td align="left">To examine the effects of socioeconomic status, nutrition, physical activity habits, and perceptions on body mass index in Greek adolescents</td>
<td align="left">5144 adolescents aged 12&#x2013;15</td>
<td align="left">Cross-sectional</td>
<td align="left">Questionnaires</td>
<td align="left">Significant associations were identified between nutrition, and physical activity habits, in addition to significant sex-based differences in sociodemographic and nutritional factors and physical activity habits</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3-1">
<title>3.1 Demographic factors</title>
<p>Twelve studies examined the relationship between physical activity habits and demographic factors in adolescents (<xref ref-type="bibr" rid="B43">Schmitz et al., 2002</xref>; <xref ref-type="bibr" rid="B18">Gavarry et al., 2003</xref>; <xref ref-type="bibr" rid="B26">Kim et al., 2007</xref>; <xref ref-type="bibr" rid="B24">Kaya et al., 2010</xref>; <xref ref-type="bibr" rid="B21">Hosseini et al., 2013</xref>; <xref ref-type="bibr" rid="B40">Pi&#xe9;ron and Ruiz-Juan, 2013</xref>; <xref ref-type="bibr" rid="B51">Zach et al., 2013</xref>; <xref ref-type="bibr" rid="B12">Dos Santos et al., 2014</xref>; <xref ref-type="bibr" rid="B50">Wushe et al., 2014</xref>; <xref ref-type="bibr" rid="B25">Kelishadi et al., 2016</xref>; <xref ref-type="bibr" rid="B30">L&#xf3;pez S&#xe1;nchez et al., 2016</xref>; <xref ref-type="bibr" rid="B8">Carayanni et al., 2021</xref>).</p>
<sec id="s3-1-1">
<title>3.1.1 Sex</title>
<p>The studies consistently indicated sex-based differences in physical activity habits. Boys more frequently participated in physical activity, including outdoor sports activities, more frequently than girls, with a significant difference between both sexes (<xref ref-type="bibr" rid="B24">Kaya et al., 2010</xref>; <xref ref-type="bibr" rid="B51">Zach et al., 2013</xref>; <xref ref-type="bibr" rid="B8">Carayanni et al., 2021</xref>). A significant statistical difference was found in physical activity participation between male and female adolescents, with girls reporting significantly lower levels of participation than boys (<xref ref-type="bibr" rid="B8">Carayanni et al., 2021</xref>). Furthermore, adolescent girls spent more time in engaging in moderate-to-vigorous physical activity than adolescent boys (<xref ref-type="bibr" rid="B50">Wushe et al., 2014</xref>). A sex-related difference in physical activity levels was also observed between boys and girls, with more active boys (31.2%) than active girls (14.9%); additionally, boys performed physical activities on one more day per week than girls.</p>
</sec>
<sec id="s3-1-2">
<title>3.1.2 Age</title>
<p>Gavarry et al. reported that the total physical activity decreased from elementary school to high school by 69% for boys and 36% for girls (<xref ref-type="bibr" rid="B18">Gavarry et al., 2003</xref>). Zach et al. indicated a clear negative correlation between physical activity levels and age in both boys and girls; those who were classified as inactive had a significantly higher mean age, whereas those who were sufficiently active exhibited the lowest mean age (<xref ref-type="bibr" rid="B51">Zach et al., 2013</xref>). Additionally, <xref ref-type="bibr" rid="B12">Dos Santos et al.(2014)</xref> revealed that physical activity habits among adolescents in Mozambique showed a decreasing trend with age.</p>
</sec>
<sec id="s3-1-3">
<title>3.1.3 Race</title>
<p>
<xref ref-type="bibr" rid="B43">Schmitz et al. (2002)</xref> identified a notable correlation between race and physical activity patterns, revealing that Caucasian students exhibited higher physical activity levels and lower levels of sedentary leisure habits than their peers of other races. White adolescents habitually engage in more moderate-to-vigorous physical activity than black adolescents (<xref ref-type="bibr" rid="B50">Wushe et al., 2014</xref>). <xref ref-type="bibr" rid="B51">Zach et al. (2013)</xref> found that Arab students exhibited a higher level of physical activity than did their Jewish counterparts.</p>
</sec>
<sec id="s3-1-4">
<title>3.1.4 Cultural and socioeconomic factors</title>
<p>
<xref ref-type="bibr" rid="B43">Schmitz et al. (2002)</xref> found that physical activity levels and sedentary leisure habits of adolescents may be influenced by cultural differences. According to <xref ref-type="bibr" rid="B25">Kelishadi et al.(2016)</xref>, a higher socioeconomic status was associated with a greater screen time, particularly while working on computers and watching television, as well as more sedentary time.</p>
</sec>
<sec id="s3-1-5">
<title>3.1.5 Family environment</title>
<p>
<xref ref-type="bibr" rid="B26">Kim et al. (2007)</xref> suggested that physical activity levels can be influenced by support from multiple sources, including parents, teachers, friends, and classmates. Especially, the role of parents was crucial in the development of physical activity among adolescent girls, who helped them in developing an interest in initiating and sustaining physical activity (<xref ref-type="bibr" rid="B21">Hosseini et al., 2013</xref>). Conversely, another study contended that adolescents whose family members, specifically their parents and siblings, had never been physically active, were more likely to refrain from engaging in regular physical activity (<xref ref-type="bibr" rid="B40">Pi&#xe9;ron and Ruiz-Juan, 2013</xref>).</p>
<p>The included studies were of high quality and based on the best evidence synthesis, strong evidence suggested that the above demographic elements were factors influencing the physical activity habits of adolescents.</p>
</sec>
</sec>
<sec id="s3-2">
<title>3.2 Health factors</title>
<p>Six studies examined the relationship between adolescent physical activity habits and health factors, including body shape, and body fat (<xref ref-type="bibr" rid="B6">B&#xe9;n&#xe9;fice et al., 2001</xref>; <xref ref-type="bibr" rid="B17">Garnier and B&#xe9;n&#xe9;fice, 2001</xref>; <xref ref-type="bibr" rid="B43">Schmitz et al., 2002</xref>; <xref ref-type="bibr" rid="B27">Klentrou et al., 2003</xref>; <xref ref-type="bibr" rid="B4">B&#x105;k-Sosnowska and Skrzypulec-Plinta, 2012</xref>; <xref ref-type="bibr" rid="B48">Wafa et al., 2014</xref>). Physical activity levels were negatively correlated with stature but were positively associated with the body mass index. Neither pubertal status nor subcutaneous fatness were found to be significant predictors of physical activity levels. Garnier and B&#xe9;n&#xe9;fice demonstrated that less mature immigrants were more physically active and that girls at the end of puberty (mature state) achieved a higher intensity index (<xref ref-type="bibr" rid="B17">Garnier and B&#xe9;n&#xe9;fice, 2001</xref>). <xref ref-type="bibr" rid="B43">Schmitz et al. (2002)</xref> found that girls who placed a higher value on their health, appearance, and achievement were more likely to engage in higher levels of physical activity. <xref ref-type="bibr" rid="B27">Klentrou et al. (2003)</xref> reported that those who spent less time in physical activity had a higher body fat percentage, lower aerobic fitness, and higher frequency of upper respiratory infections. <xref ref-type="bibr" rid="B4">B&#x105;k-Sosnowska and Skrzypulec-Plinta. (2012)</xref> concluded that the least physically active students purchased the least snacks, whereas the most active students purchased the most snacks. According to <xref ref-type="bibr" rid="B48">Wafa et al. (2014)</xref> physical activity levels were low in both healthy and obese adolescents; however, individuals with obesity displayed significantly lower moderate-to-vigorous physical activity levels than healthy individuals. The described studies were all high-quality studies; based on the best-evidence synthesis, strong evidence suggests that the aforementioned health factors influence physical activity habits in adolescents.</p>
</sec>
<sec id="s3-3">
<title>3.3 Cognitive factors</title>
<p>Three studies examined the relationship between adolescent physical activity habits and cognitive factors (including perceptions of sport, self-concept, and body perception) (<xref ref-type="bibr" rid="B43">Schmitz et al., 2002</xref>; <xref ref-type="bibr" rid="B26">Kim et al., 2007</xref>; <xref ref-type="bibr" rid="B34">Moreno-Murcia et al., 2011</xref>). <xref ref-type="bibr" rid="B43">Schmitz et al. (2002)</xref> found that girls raised with authoritative parenting styles had higher physical activity levels and less sedentary leisure habits. Another study showed that adolescents with a positive self-concept and high self-efficacy for physical activity were more likely to engage in physical activity (<xref ref-type="bibr" rid="B43">Schmitz et al., 2002</xref>). <xref ref-type="bibr" rid="B34">Moreno-Murcia et al. (2011)</xref> revealed that physical self-concept (perceived motor ability, physical attractiveness) was positively related to an individual&#x2019;s current physical activity. These studies were all high-quality studies; based on the best-evidence synthesis, strong evidence suggests that the above cognitive factors influence physical activity habits in adolescents.</p>
</sec>
<sec id="s3-4">
<title>3.4 Lifestyle factors</title>
<p>Three studies examined the relationship between adolescent physical activity habits and lifestyle factors (sedentary, smoking, and alcohol use, among others) (<xref ref-type="bibr" rid="B34">Moreno-Murcia et al., 2011</xref>; <xref ref-type="bibr" rid="B4">B&#x105;k-Sosnowska and Skrzypulec-Plinta, 2012</xref>; <xref ref-type="bibr" rid="B12">Dos Santos et al., 2014</xref>). Lifestyle factors could play a crucial role in determining the physical activity levels in adolescents (<xref ref-type="bibr" rid="B12">Dos Santos et al., 2014</xref>). <xref ref-type="bibr" rid="B34">Moreno-Murcia et al. (2011)</xref> found that physical activity was negatively associated with tobacco and alcohol consumption. Another study identified a correlation between diary habits and adolescents&#x2019; physical activity engagement, and observed significant disparities in the frequency of school shop snack purchases among adolescents with varying levels of physical activity (<xref ref-type="bibr" rid="B4">B&#x105;k-Sosnowska and Skrzypulec-Plinta, 2012</xref>). These studies were all high-quality studies; based on the best-evidence synthesis, strong evidence suggests that the aforementioned lifestyle factors influence physical activity habits in adolescents.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>This review systematically aggregated the correlates of physical activity habits in adolescents, highlighting the influence of demographic, health, cognitive, and lifestyle factors on physical activity habits in this population. The findings of this review were consistent with those of previous studies on factors influencing physical activity habits in adolescents.</p>
<p>First, differences in physical activity habits among adolescents of different sexes have been observed before (<xref ref-type="bibr" rid="B2">Armstrong et al., 2011</xref>; (<xref ref-type="bibr" rid="B13">Drenowatz et al., 2010</xref>; <xref ref-type="bibr" rid="B28">Kopcakova et al., 2014</xref>), which may be attributed to differences in the selection of physical activity, methods, and attitudes among adolescents of different sexes. Second, age plausibly plays a more notable role in shaping physical activity behaviors and that the likelihood of sustained participation in a particular activity decreases throughout adolescence (<xref ref-type="bibr" rid="B5">B&#xe9;langer et al., 2009</xref>), which is consistent with previous findings of health-promoting exercise habits that diminished once individuals reach adolescence (<xref ref-type="bibr" rid="B1">Aarts et al., 1997</xref>). This trend may be related to the gradual reduction in physical activity requirements in schools from elementary school to middle school, with greater reduction during high school and college. Third, <xref ref-type="bibr" rid="B44">Van Der Horst et al. (2007)</xref>&#x27;s study demonstrated that sedentary behavior habits in adolescents differed across ethnic groups, which is probably due to ethnic beliefs and habits. Fourth, <xref ref-type="bibr" rid="B13">Drenowatz et al. (2010)</xref>; <xref ref-type="bibr" rid="B44">Van Der Horst et al. (2007)</xref> concluded that adolescents with lower economic and social status were more likely to exhibit lower physical activity levels and higher sedentary activity levels, which may be explained by the evidence that adolescents with higher economic levels were more likely to purchase sports equipment and had better accessibility to sports facilities (<xref ref-type="bibr" rid="B22">Humbert et al., 2006</xref>).</p>
<p>Health factors were found to affect the development of physical activity habits in adolescents. A previous study showed that normal-weight adolescents were more physically active and had more positive attitudes toward physical activity than overweight and obese adolescents (<xref ref-type="bibr" rid="B11">Deforche et al., 2006</xref>). This may be because overweight and obese adolescents could not maintain consistent physical activity and were unable to control their appetite and because intermittent physical activity had low effects. Further, the influence of mental health factors on physical activity habits cannot be ignored. The results of a survey indicated that adolescents who were regularly physically active had 1.49 fewer days/month (43.2%) of poor mental health compared than those who were not physically active and that all exercise types were associated with a lower mental health burden (minimum reduction of 11.8% and maximum reduction of 22.3%) (<xref ref-type="bibr" rid="B9">Chekroud et al., 2018</xref>).</p>
<p>The cognitive factors included adolescents&#x2019; perceptions of physical activity, self-concept, and body perception. <xref ref-type="bibr" rid="B15">Esteban-Cornejo et al.(2015)</xref> confirmed significant correlations between physical activity, cognitive performance, and self-rated health in adolescents through a systematic review (<xref ref-type="bibr" rid="B15">Esteban-Cornejo et al., 2015</xref>; <xref ref-type="bibr" rid="B53">Zhang et al., 2020</xref>). Among adolescents (14&#x2013;18&#xa0;years), higher perceived behavioral control, support for physical activity, and self-efficacy were associated with decreased physical activity (<xref ref-type="bibr" rid="B10">Craggs et al., 2011</xref>). It has been shown that physical activity and physical self-concept have a significant relationship, with perceived competence being most strongly associated with physical activity, followed by perceived fitness, general physical self-concept, and perceived physical appearance (<xref ref-type="bibr" rid="B3">Babic et al., 2014</xref>). Research has shown that among adolescents, boys who perceive themselves as overweight are more likely to engage in sufficient physical activity. Conversely, boys with negative body image tend to be less active compared to their peers (<xref ref-type="bibr" rid="B28">Kopcakova et al., 2014</xref>). Regarding the mechanisms of the influence of cognitive factors on physical activity in adolescents, it has been shown that physical activity habits can be automatically activated by situational features of frequently occurring behaviors (<xref ref-type="bibr" rid="B1">Aarts et al., 1997</xref>).</p>
<p>Lifestyle factors, including sedentary behavior, smoking, and alcohol consumption, were also found to be common factors affecting physical activity habits in adolescents. This finding is supported by extensive evidence. A systematic review revealed that physical activity habits could be established, especially when incorporated into existing lifestyles (<xref ref-type="bibr" rid="B1">Aarts et al., 1997</xref>). According to <xref ref-type="bibr" rid="B45">Vancampfort et al. (2021)</xref> engaging in leisure time sedentary behavior for at least three hours per day was associated with a 35% increase in the odds of achieving appropriate levels of moderate-to-vigorous physical activity in boys and a 22% increase in the odds in girls compared to those who engaged in sedentary activity for less than three hours per day. <xref ref-type="bibr" rid="B32">Milicic et al. (2019)</xref> found that regular physical activity was associated with smoking as individuals who used e-cigarettes were more likely to engage in physical activity on a regular basis than non-e-cigarette users. <xref ref-type="bibr" rid="B38">Pate et al. (1996)</xref> showed that low physical activity was associated with lifestyle factors, such as smoking, marijuana use, lower fruit and vegetable consumption, more television viewing, and not wearing seat belts while driving. The mechanism underlying the impact of lifestyle factors on physical activity habits among adolescents involves the automatic activation of these habits with minimal conscious effort, allowing for sustained and frequent engagement over a prolonged period (<xref ref-type="bibr" rid="B1">Aarts et al., 1997</xref>). Besides, it has been supported that sedentary behavior, smoking, and drinking are more likely to be adopted by adolescents than physical activity habits because physical activity requires physical effort, and laziness is human nature.</p>
<p>The articles included in this study were obtained by a comprehensive systematic search of major electronic databases as well as manual searches. However, it is important to acknowledge that this study is subject to several limitations. First, the literature search was restricted to English-language publications, potentially introducing language or cultural bias. Second, although we used a systematic approach to collect publicly available English-language articles, there remains a possibility of having missed relevant studies that employed different search terms. As a consequence, potential literature omissions and selection bias cannot be entirely ruled out. Lastly, the studies incorporated in this review may present substantial heterogeneity due to variations in study designs and analytical methods, which made it unfeasible to conduct a quantitative synthesis of the findings.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>This systematic review has identified several key factors influencing the physical activity habits of adolescents. The findings indicate that boys tend to have better physical activity habits than girls, whereas girls prefer moderate-to-vigorous physical activity. Physical activity levels tend to decrease with age, and African-American adolescents have higher habitual physical activity levels than their white peers. Higher literacy levels and support from parents, teachers, friends, and others are positively associated with physical activity habits, whereas sedentary behavior, smoking, drinking, prolonged screen time, negative emotions, and new media technology are negatively associated. Additionally, higher self-efficacy and satisfaction with school sports are associated with stronger physical activity habits.</p>
<p>The findings of this review may serve as a reference framework and foundation for future research in this field and may also offer guidance for the development and implementation of effective interventions aimed at promoting the formation and maintenance of physical activity habits among adolescents. Future research should consider comparative studies across different countries as well as in-depth investigations into the role of habitual physical activity in improving physical and mental health indicators. Future studies should also focus on intervention and quantitative research methods to better understand the causal relationships between different factors and physical activity habits in adolescents.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref> and further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>Conceptualization and design, TS; acquisition of data, TS and XZ; methodology, TS; analysis or interpretation of data, TS; validation, TS and XZ; formal analysis, TS and XZ; writing&#x2014;original draft preparation, TS; writing&#x2014;review and editing, TS and XZ; supervision, XZ All authors have read and agreed to the published version of the manuscript.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This study was supported by a grant from the 72nd General Supported Project of China Postdoctoral Science Foundation (Grant Number 2022M722830)</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fphys.2023.1131195/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphys.2023.1131195/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.DOCX" id="SM1" mimetype="application/DOCX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table2.docx" id="SM2" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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