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Cristi-Montero C, Martínez-Flores R, Espinoza-Puelles JP, Doherty A, Zavala-Crichton JP, Aguilar-Farias N, Reyes-Amigo T, Salvatierra-Calderon V, Ibáñez R, Sadarangani KP. Substantial parallel mediation contribution by cognitive domains in the relationship between adolescents' physical fitness and academic achievements: the Cogni-Action Project. Front Psychol 2024; 15:1355434. [PMID: 39049947 PMCID: PMC11267617 DOI: 10.3389/fpsyg.2024.1355434] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Accepted: 06/27/2024] [Indexed: 07/27/2024] Open
Abstract
Objective To determine how cognitive domains mediate the link between fitness components, their global score (GFS), and adolescents' academic achievement (ACA) across various school subjects. Methods In this study, 1,296 adolescents aged 10-14 participated. GFS was computed by three fitness components (strength, muscular, and cardiorespiratory fitness) through the ALPHA-fitness test battery. ACA was determined by five school subjects (Language, English, Mathematics, Science, and History) and two academic scores (a) "Academic Average" (five subjects) and (b) "Academic-PISA" (Language, Mathematics, and Science). A principal component analysis was performed to establish four factors (working memory [WM], cognitive flexibility [CF], inhibitory control [IC], and fluid reasoning [FR]). A parallel mediation approach was implemented with 5,000 bootstrapped samples controlled for sex, maturity, central obesity, having breakfast before cognitive tasks, schools, and school vulnerability. Total, direct, indirect effects, and mediation percentages were estimated. Results Overall, the finding showed a full parallel mediation effect for Language (92.5%) and English (53.9%), while a partial mediation for Mathematics (43.0%), Science (43.8%), History (45.9%), "Academic Average" (50.6%), and "Academic-PISA" (51.5%). In particular, WM, IC, and FR mediated all school subjects except mathematics, where IC was not significant. CF has not mediated any relationship between GF and academic performance. Conclusion This study underscores the pivotal role of cognitive domains, specifically WM, IC, and FR, in mediating the link between physical fitness and academic performance in adolescents. These insights have relevant implications for educational and public health policies.
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Affiliation(s)
- Carlos Cristi-Montero
- IRyS Group, Physical Education School, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile
| | - Ricardo Martínez-Flores
- IRyS Group, Physical Education School, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile
| | | | - Anya Doherty
- IRyS Group, Physical Education School, Pontificia Universidad Católica de Valparaíso, Valparaíso, Chile
- Facultad de Educación, Universidad de Barcelona, Barcelona, Spain
| | | | - Nicolas Aguilar-Farias
- Department of Physical Education, Sports, and Recreation, Universidad de La Frontera, Temuco, Chile
| | - Tomas Reyes-Amigo
- Observatorio de Ciencias de la Actividad Física, Departamento de Ciencias de la Actividad Física, Universidad de Playa Ancha, Valparaíso, Chile
| | - Vanessa Salvatierra-Calderon
- Instituto Nacional del Fútbol, Deporte y Actividad Física (INAF), Santiago, Chile
- Escuela de Kinesiología, Facultad de Ciencias de la Salud, Universidad Católica Silva Henríquez, Santiago, Chile
- Doctorado en Ciencias de la actividad física y deportes. Universidad de León, Leon, Spain
| | - Romualdo Ibáñez
- Instituto de Literatura y Ciencias del Lenguaje, Pontificia Universidad Católica de Valparaíso; Millennium Nucleus for the Science of Learning (MiNSoL), Valparaiso, Chile
| | - Kabir P. Sadarangani
- Escuela de Kinesiología, Facultad de Salud y Odontología, Universidad Diego Portales, Santiago, Chile
- Escuela de Kinesiología, Universidad Autónoma de Chile, Santiago, Chile
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Walk AM, Cannavale CN, Keye SA, Rosok L, Edwards C, Khan N. Weight status impacts children's incidental statistical learning. Int J Psychophysiol 2023; 187:34-42. [PMID: 36796729 DOI: 10.1016/j.ijpsycho.2023.02.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Revised: 02/06/2023] [Accepted: 02/08/2023] [Indexed: 02/16/2023]
Abstract
The expanding literature investigating the cognitive effects of childhood weight status has not included examinations of incidental statistical learning, the process by which children unintentionally acquire knowledge about patterns in their environments, despite evidence that it underlies many higher-level information processing capabilities. In the present study, we measured event-related potentials (ERPs) while school-aged participants completed a variation of an oddball task in which stimuli predicted the appearance of a target. Children were asked to respond to the target but were not given any information about the existence of predictive dependencies. We found that children with a healthy weight status had larger P3 amplitudes in response to the predictors that were most meaningful in completing the task, a finding that may suggest optimized learning mechanisms influenced by weight status. These findings offer an important first step to understanding how healthy lifestyle factors may influence incidental statistical learning.
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Affiliation(s)
- Anne M Walk
- Eastern Illinois University, Department of Psychology, United States of America
| | - Corinne N Cannavale
- University of Illinois at Urbana-Champaign, Department of Kinesiology & Community Health, United States of America
| | - Shelby A Keye
- University of Illinois at Urbana-Champaign, Department of Kinesiology & Community Health, United States of America
| | - Laura Rosok
- University of Illinois at Urbana-Champaign, Neuroscience Program, United States of America
| | - Caitlyn Edwards
- University of Illinois at Urbana-Champaign, Division of Nutritional Sciences, United States of America
| | - Naiman Khan
- University of Illinois at Urbana-Champaign, Department of Kinesiology & Community Health, United States of America; University of Illinois at Urbana-Champaign, Division of Nutritional Sciences, United States of America; University of Illinois at Urbana-Champaign, Neuroscience Program, United States of America; University of Illinois at Urbana-Champaign, Beckman Institute of Advanced Science and Technology, United States of America.
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Keye SA, Walk AM, Cannavale CN, Iwinski S, McLoughlin GM, Steinberg LG, Khan NA. Six-Minute Walking Test Performance Relates to Neurocognitive Abilities in Preschoolers. J Clin Med 2021; 10:jcm10040584. [PMID: 33557286 PMCID: PMC7915798 DOI: 10.3390/jcm10040584] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2020] [Revised: 01/25/2021] [Accepted: 01/30/2021] [Indexed: 11/16/2022] Open
Abstract
This study investigated the relationship between six-minute walking test (6MWT) distance walked and preschool-aged children’s academic abilities, and behavioral and event-related potentials (ERP) indices of cognitive control. There were 59 children (25 females; age: 5.0 ± 0.6 years) who completed a 6MWT (mean distance: 449.6 ± 82.0 m) to estimate cardiorespiratory fitness. The Woodcock Johnson Early Cognitive and Academic Development Test evaluated academic abilities. A modified Eriksen flanker, hearts and flowers task, and auditory oddball task eliciting ERPs (N2, P3) assessed cognitive control. After adjusting for adiposity, diet, and demographics, linear regressions resulted in positive relationships between 6MWT distance and General Intellectual Ability (β = 0.25, Adj R2 = 0.04, p = 0.04) and Expressive Language (β = 0.30, Adj R2 = 0.13, p = 0.02). 6MWT distance was positively correlated with congruent accuracy (β = 0.29, Adj R2 = 0.18, p < 0.01) and negatively with incongruent reaction time (β = −0.26, Adj R2 = 0.05, p = 0.04) during the flanker task, and positively with homogeneous (β = 0.23, Adj R2 = 0.21, p = 0.04) and heterogeneous (β = 0.26, Adj R2 = 0.40, p = 0.02) accuracy on the hearts and flowers task. Higher fit children showed faster N2 latencies and greater P3 amplitudes to target stimuli; however, these were at the trend level following the adjustment of covariates. These findings indicate that the positive influence of cardiorespiratory fitness on cognitive function is evident in 4–6-year-olds.
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Affiliation(s)
- Shelby A. Keye
- Department of Kinesiology and Community Health, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA; (S.A.K.); (L.G.S.)
| | - Anne M. Walk
- Department of Psychology, Eastern Illinois University, Charleston, IL 61920, USA;
| | - Corinne N. Cannavale
- Neuroscience Program, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA;
| | - Samantha Iwinski
- Department of Human Development and Family Studies, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA;
| | - Gabriella M. McLoughlin
- Implementation Science Center for Cancer Control and Prevention Research Center, Brown School, Washington University in St. Louis, St. Louis, MO 63130, USA;
- Department of Surgery (Division of Public Health Sciences), Washington University School of Medicine, Washington University in St. Louis, St. Louis, MO 63130, USA
| | - Linda G. Steinberg
- Department of Kinesiology and Community Health, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA; (S.A.K.); (L.G.S.)
| | - Naiman A. Khan
- Department of Kinesiology and Community Health, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA; (S.A.K.); (L.G.S.)
- Neuroscience Program, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA;
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
- Correspondence:
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Physical Activity and Sports Participation Associates With Cognitive Functioning and Academic Progression: An Analysis Using the Combined 2017-2018 National Survey of Children's Health. J Phys Act Health 2020; 17:1197-1204. [PMID: 33160280 DOI: 10.1123/jpah.2020-0148] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2020] [Revised: 08/30/2020] [Accepted: 10/04/2020] [Indexed: 11/18/2022]
Abstract
BACKGROUND The purpose of this study was to examine the independent and joint associations between physical activity (PA) and sports participation on academic performance variables within a representative sample of children and adolescents. METHODS Data were analyzed from the combined 2017-2018 National Survey of Children's Health. Household addresses were randomly selected within each US state. One household parent answered health and wellness questions pertaining to one randomly selected household child (N = 37,392; 48.1% female; 6- to 17-y old). Weighted logistic regression models were employed to examine the independent and joint associations between child PA frequency and sports participation with academic performance variables, adjusting for child- and family-level covariates. RESULTS Child PA frequency independently associated with 37% to 46% lower odds and child sports participation independently associated with 53% lower odds of reported difficulty concentrating, remembering, or making decisions (P < .001). For children who participated in sports, PA associated with 47% to 56% lower odds of ever repeating a grade level (P = .01). CONCLUSIONS Frequency of weekly PA and sports participation independently and negatively associated with difficulty concentrating, remembering, and making decisions, whereas the negative association between PA and ever repeating a grade level differed by child sports participation status.
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García‐Hermoso A, Martinez‐Gomez D, Rosario Fernández‐Santos J, Ortega FB, Castro‐Piñero J, Hillman CH, Veiga OL, Esteban‐Cornejo I. Longitudinal associations of physical fitness and body mass index with academic performance. Scand J Med Sci Sports 2020; 31:184-192. [DOI: 10.1111/sms.13817] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 04/24/2020] [Accepted: 08/18/2020] [Indexed: 12/25/2022]
Affiliation(s)
- Antonio García‐Hermoso
- Navarrabiomed Complejo Hospitalario de Navarra (CHN)‐Universidad Pública de Navarra (UPNA) IdiSNA Pamplona Spain
- Facultad de Ciencias Médicas Laboratorio de Ciencias de la Actividad Física el Deporte y la Salud Universidad de Santiago de Chile USACH Santiago Chile
| | - David Martinez‐Gomez
- Department of Preventive Medicine and Public Health Universidad Autónoma de Madrid/IdiPaz CIBER of Epidemiology and Public Health (CIBERESP) Madrid Spain
- IMDEA Food Institute CEI UAM + CSIC Madrid Spain
| | - Jorge Rosario Fernández‐Santos
- Faculty of Education Sciences Department of Physical Education University of Cádiz Puerto Real Spain
- Biomedical Research and Innovation Institute of Cádiz (INiBICA) Cádiz Spain
| | - Francisco B. Ortega
- Faculty of Sport Sciences PROFITH “PROmoting FITness and Health through physical activity” research group Sport and Health University Research Institute (iMUDS) Department of Physical Education and Sports University of Granada Granada Spain
| | - José Castro‐Piñero
- Faculty of Education Sciences Department of Physical Education University of Cádiz Puerto Real Spain
- Biomedical Research and Innovation Institute of Cádiz (INiBICA) Cádiz Spain
| | - Charles H. Hillman
- Department of Psychology Northeastern University Boston MA USA
- Department of Physical Therapy Movement, & Rehabilitation Sciences Northeastern University Boston MA USA
| | - Oscar L. Veiga
- Department of Physical Education Sport and Human Movement Autonomous University of Madrid Madrid Spain
| | - Irene Esteban‐Cornejo
- Faculty of Sport Sciences PROFITH “PROmoting FITness and Health through physical activity” research group Sport and Health University Research Institute (iMUDS) Department of Physical Education and Sports University of Granada Granada Spain
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