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Liu B, Shi P, Jin T, Feng X. Associations between meeting 24h movement behavior guidelines and cognition, gray matter volume, and academic performance in children and adolescents: a systematic review. Arch Public Health 2025; 83:10. [PMID: 39794834 PMCID: PMC11720839 DOI: 10.1186/s13690-024-01493-0] [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: 04/12/2024] [Accepted: 12/26/2024] [Indexed: 01/13/2025] Open
Abstract
BACKGROUND 24-h movement behaviors have a close relationship with children and adolescents' cognition, gray matter volume, and academic performance. This systematic review aims to precisely explore the associations between meeting different combinations of guidelines and the aforementioned indicators, in order to better serve public health policy. METHODS Computer retrieval was conducted on CNKI, Web of Science, PubMed, SPORT Discus and Cochrane library databases. The screening and data extraction processes were conducted by two researchers. This study used the Joanna Briggs Institute checklist for methodological quality assessment and the Grading of Recommendations Assessment, Development, and Evaluation system for the evaluation of the level of evidence. Descriptive statistical analysis is performed using frequency and percentage on the extracted data and key findings, primarily to assess the consistency of the positive benefits associated with meeting different guidelines and outcome variables. RESULTS A total of 10 studies were included (with 16 correlation analyses conducted), involving 51,566 children and adolescents aged between 4.2 and 15.9 years old. The included studies generally agreed upon the following associations: adherence to the screen time (ST) guidelines is positively linked to fluid intelligence; adherence to the sleep duration (SD) guidelines is positively linked to literacy; adherence to both ST and SD guidelines is associated with increased fluid intelligence and gray matter volume; and overall adherence to all guidelines is positively correlated with fluid intelligence. The included studies reported low certainty of evidence. Additionally, the included studies have provided clear evidence, but some studies did not strictly control confounding factors, and it is also unclear whether there is a larger effect size, hence the level of evidence is relatively low. CONCLUSION There are varying degrees of associations between different combinations of guidelines and cognition, gray matter volume, and academic performance, but further research is needed to confirm these findings, especially the relatively limited role of meeting physical activity guidelines.
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Affiliation(s)
- Bo Liu
- School of Athletic Performance, Shanghai University of Sport, Shanghai, 200438, China
| | - Peng Shi
- School of Physical Education, Shanghai University of Sport, Shanghai, 200438, China.
| | - Teng Jin
- School of Physical Education, Shandong University of Technology, Zibo, 255000, China
| | - Xiaosu Feng
- School of Physical Education, Liaoning Normal University, Dalian, 116029, China
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Caamaño-Navarrete F, Arriagada-Hernández C, Jara-Tomckowiack L, Hernandez-Martinez J, Valdés-Badilla P, Contreras-Díaz G, del-Cuerpo I, Delgado-Floody P. Association Between Screen Time and Lifestyle Parameters with Executive Functions in Chilean Children and Adolescents: Potential Mediating Role of Health-Related Quality of Life. CHILDREN (BASEL, SWITZERLAND) 2024; 12:2. [PMID: 39857833 PMCID: PMC11764174 DOI: 10.3390/children12010002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/28/2024] [Revised: 12/18/2024] [Accepted: 12/19/2024] [Indexed: 01/27/2025]
Abstract
Background/Objective: This study aimed to (i) investigate the association between lifestyle parameters (i.e., screen time [ST], food habits, and physical activity [PA]) and health-related quality of life (HRQoL) with executive functions (EFs, i.e., attention, inhibition, working memory, and cognitive flexibility) in Chilean children and adolescents, and (ii) determine the potential mediating role of HRQoL in the relationship between ST and EFs. Methods: A total of 511 children and adolescents (51.3% female) aged 10-17 years participated. Lifestyle parameters and EFs were evaluated. Results: Attention was inversely associated with ST (β = -19.51, p < 0.001) and positively associated with HRQoL (β = 4.17, p < 0.001). Inhibition was negatively linked to ST (β = -25.17, p < 0.001) and positively associated with HRQoL (β = 3.23, p = 0.041). Working memory was inversely related to ST (β = -28.89, p = 0.001) and positively associated with PA (β = 34.01, p < 0.001) and HRQoL (β = 4.22, p = 0.003). Cognitive flexibility was associated with ST (β = -26.76, p = 0.001), PA (β = 23.23, p = 0.047), and HRQoL (β = 4.91, p = 0.004). The indirect effect confirmed that HRQoL partially mediated the relationship between ST and EFs, including attention (5%), inhibition (3.18%), working memory (3.82%), and cognitive flexibility (5.3%). Conclusions: ST was inversely associated with all EFs assessed, and HRQoL showed a potential mediating role in these relationships.
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Affiliation(s)
- Felipe Caamaño-Navarrete
- Physical Education Career, Universidad Autónoma de Chile, Temuco 4780000, Chile; (F.C.-N.); (C.A.-H.)
| | - Carlos Arriagada-Hernández
- Physical Education Career, Universidad Autónoma de Chile, Temuco 4780000, Chile; (F.C.-N.); (C.A.-H.)
- Collaborative Research Group for School Development (GICDE), Temuco 4780000, Chile
| | | | - Jordan Hernandez-Martinez
- Department of Physical Activity Sciences, Universidad de Los Lagos, Osorno 5290000, Chile;
- Programa de Investigación en Deporte, Sociedad y Buen Vivir, Universidad de los Lagos, Osorno 5290000, Chile
- G-IDyAF Research Group, Department of Physical Activity Sciences, Universidad de Los Lagos, Osorno 5290000, Chile
| | - Pablo Valdés-Badilla
- Department of Physical Activity Sciences, Faculty of Education Sciences, Universidad Católica del Maule, Talca 3530000, Chile;
- Sports Coach Career, School of Education, Universidad Viña del Mar, Viña del Mar 2580022, Chile
| | - Guido Contreras-Díaz
- Escuela de Kinesiología, Facultad de Odontología y Ciencias de la Rehabilitación, Universidad San Sebastián, Lago Panguipulli 1390, Puerto Montt 5501842, Chile;
| | - Indya del-Cuerpo
- Department of Physical Education and Sport, Faculty of Sports Sciences, University of Granada, 18012 Granada, Spain;
| | - Pedro Delgado-Floody
- Department of Physical Education, Sport and Recreation, Universidad de La Frontera, Temuco 4811230, Chile
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Li YF, Gao T, Luo LP, He S. Comparative effects of open-skill and closed-skill sports on executive function in university students: a 16-week quasi-experimental study. Front Psychol 2024; 15:1457449. [PMID: 39434911 PMCID: PMC11491408 DOI: 10.3389/fpsyg.2024.1457449] [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: 06/30/2024] [Accepted: 09/19/2024] [Indexed: 10/23/2024] Open
Abstract
Introduction Previous reviews have often concluded that open-skill sports are more effective at enhancing executive function (EF) than closed-skill sports. However, this conclusion may not hold for closed-skill sports with high cognitive demands, such as golf. This study aimed to compare the effects of football (open-skill) and golf (closed-skill) training on enhancing EF in university students. Method Using a quasi-experimental, pre-post test design, 63 male participants were assigned to three groups: football (n = 21), golf (n = 21), and a sedentary control group (n = 21). Over 16 weeks of training, the intervention groups engaged in four 90-min training sessions per week, while the control group attended one 80-min physical education class per week. Assessments were conducted before and after the intervention. EFs, including inhibition control and working memory, were assessed using the Flanker task and Corsi-block tapping task, respectively. Cardiovascular fitness (CRF) was measured by the multi-stage fitness test. Results The golf group showed significant improvements in inhibition control from pre- to post-intervention (p = 0.02, d = 0.26), while the football and control groups did not exhibit significant changes. Post-intervention comparisons indicated no significant differences in EF performance between the golf and football groups; however, both outperformed the control group (golf, p = 0.002, d = 0.99; football, p = 0.01, d = 0.67). No significant improvement was observed in working memory for any group. Additionally, changes in CRF were not significantly correlated with EF performance. Conclusion This study provides preliminary evidence that golf, a closed-skill sport with high cognitive demands, can effectively improve inhibitory control after 16 weeks of training. This improvement is comparable to that observed in football, an open-skill sport. The findings also suggest that the cognitive demands of the sports, rather than improvements in physical fitness, may be primarily responsible for the enhancements in EF.
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Affiliation(s)
- Yu-fan Li
- School of Outdoor Sports, Guilin Tourism University, Guilin, China
| | - Tianyu Gao
- School of Physical Education, Jinan University, Guangzhou, China
| | - Li-peng Luo
- School of Outdoor Sports, Guilin Tourism University, Guilin, China
| | - Shan He
- Department of Health and Physical Education, The Education University of Hong Kong, Hong Kong, Hong Kong SAR, China
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Padmapriya N, Bernard JY, Tan SYX, Chu AHY, Goh CMJL, Tan SL, Shek LP, Chong YS, Tan KH, Chan SY, Yap F, Godfrey KM, Lee YS, Meaney MJ, Eriksson JG, Tan CS, Law EC, Müller-Riemenschneider F. The prospective associations of 24-hour movement behaviors and domain-specific activities with executive function and academic achievement among school-aged children in Singapore. Front Public Health 2024; 12:1412634. [PMID: 39296832 PMCID: PMC11409845 DOI: 10.3389/fpubh.2024.1412634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2024] [Accepted: 07/29/2024] [Indexed: 09/21/2024] Open
Abstract
Background Physical activity (PA), sedentary behavior (SB), and sleep are collectively referred to as 24-h movement behaviors, which may be linked to cognitive development in children. However, most of the evidence was based on cross-sectional studies and/or solely relied on parent-reported information on children's behaviors, and it remains uncertain whether all domains/contexts of PA and SB are similarly associated with executive function and academic achievement. Objective We investigated the prospective associations of accelerometer-measured 24 h-movement behaviors and domain-specific PA and SB with executive function and academic achievement among school-aged children in Singapore. Methods The Growing Up in Singapore Toward healthy Outcomes (GUSTO) cohort used a wrist-worn accelerometer (Actigraph-GT3x+) to measure 24 h-movement behaviors data at ages 5.5 and 8 years. Executive function and academic achievement were assessed using NEuroPSYchology (NEPSY) and Wechsler Individual Achievement Tests at ages 8.5 and 9-years, respectively. Compositional data analyses were conducted to explore the associations of 24 h-movement behavior with outcomes, and multiple linear regression models to examine the associations of domain-specific PA and SB with outcomes (n = 432). Results Among 432 children whose parents agreed to cognitive assessments (47% girls and 58% Chinese), the composition of 24 h-movement behaviors at ages 5.5 and 8 years was not associated with executive function and academic achievement. However, higher moderate-to-vigorous PA (MVPA) relative to remaining movement behaviors at age 5.5 years was associated with lower academic achievement [Mean difference (95% confidence interval): -0.367 (-0.726, -0.009) z-score], and reallocating MVPA time to sleep showed higher academic achievement scores [30 min from MVPA to sleep: 0.214 (0.023, 0.404) z-score]. Certain domains of PA and SB, notably organized PA/sports, outdoor play, and reading books were favorably associated with outcomes of interest, while indoor play and screen-viewing were unfavorably associated. Conclusion The associations between movement behaviors and cognitive outcomes are multifaceted, influenced by specific domains of PA and SB. This study underscores the importance of participation in organized PA/sports, outdoor active play, and reading books, while ensuring adequate sleep and limiting screen viewing, to enhance cognitive outcomes. These findings underscore the need for further research into time-use trade-offs. Such studies could have major implications for revising current guidelines or strategies aimed at promoting healthier 24 h-movement behaviors in children. Study registration https://clinicaltrials.gov/, NCT01174875.
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Affiliation(s)
- Natarajan Padmapriya
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
- Department of Obstetrics & Gynaecology and Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Jonathan Y Bernard
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
- Université Paris Cité and Université Sorbonne Paris Nord, Inserm, INRAE, Centre for Research in Epidemiology and StatisticS (CRESS), Paris, France
| | - Sarah Yi Xuan Tan
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
| | - Anne H Y Chu
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | | | - Shuen Lin Tan
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Lynette P Shek
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
- Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Khoo Teck Puat-National University Children's Medical Institute, National University Health System, Singapore, Singapore
| | - Yap Seng Chong
- Department of Obstetrics & Gynaecology and Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Kok Hian Tan
- KK Women's and Children's Hospital, Singapore, Singapore
- Duke-National University of Singapore, Singapore, Singapore
| | - Shiao-Yng Chan
- Department of Obstetrics & Gynaecology and Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
| | - Fabian Yap
- KK Women's and Children's Hospital, Singapore, Singapore
- Duke-National University of Singapore, Singapore, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Keith M Godfrey
- Medical Research Council Lifecourse Epidemiology Centre, University of Southampton, Southampton, United Kingdom
- NIHR Southampton Biomedical Research Centre, University of Southampton and University Hospital Southampton NHS Foundation Trust, Southampton, United Kingdom
| | - Yung Seng Lee
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
- Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Khoo Teck Puat-National University Children's Medical Institute, National University Health System, Singapore, Singapore
| | - Michael J Meaney
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
- Ludmer Centre for Neuroinformatics and Mental Health, Department of Psychiatry, Douglas Mental Health University Research Centre, McGill University, Montreal, QC, Canada
| | - Johan G Eriksson
- Department of Obstetrics & Gynaecology and Human Potential Translational Research Programme, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
- Department of General Practice and Primary Health Care, University of Helsinki and Folkhälsan Research Center, Helsinki, Finland
| | - Chuen Seng Tan
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
| | - Evelyn C Law
- Singapore Institute for Clinical Sciences (SICS), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore
- Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Khoo Teck Puat-National University Children's Medical Institute, National University Health System, Singapore, Singapore
| | - Falk Müller-Riemenschneider
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
- Digital Health Center, Berlin Institute of Health, Charité-Universitätsmedizin Berlin, Berlin, Germany
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Caamaño-Navarrete F, Arriagada-Hernández C, Fuentes-Vilugrón G, Jara-Tomckowiack L, Levin-Catrilao A, del Val Martín P, Muñoz-Troncoso F, Delgado-Floody P. Healthy Lifestyle Related to Executive Functions in Chilean University Students: A Pilot Study. Healthcare (Basel) 2024; 12:1022. [PMID: 38786435 PMCID: PMC11121206 DOI: 10.3390/healthcare12101022] [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: 04/16/2024] [Revised: 05/09/2024] [Accepted: 05/10/2024] [Indexed: 05/25/2024] Open
Abstract
BACKGROUND A negative lifestyle is reported to be related to cognitive problems. However, there is little information about this in relation to university students. The objective of the present study was to investigate the association between executive functions (EFs) and lifestyle parameters (i.e., physical activity (PA), sleep duration, screen time (ST), and food habits) among Chilean university students. METHODS This cross-sectional study included a total of 150 university students (94 females and 56 males, aged 21.28 ± 3.15 and 22.18 ± 2.90 years, respectively). Cognitive outcomes were measured using the CogniFit assessment battery. Lifestyle was measured through validated questionnaires. RESULTS Across the total sample, attention exhibited a positive association with PA h/week (β: 24.34 95% CI: 12.46 to 36.22, p = 0.001). Additionally, coordination was positively associated with PA h/week (β: 15.06 95% CI: 0.62 to 29.50, p < 0.041). PA h/week was positively linked with reasoning (β: 20.34 95% CI: 4.52 to 36.17, p = 0.012) and perception (β: 13.81 95% CI: 4.14 to 23.49, p = 0.005). Moreover, PA h/week was significantly linked to memory (β: 23.01 95% CI: 7.62 to 38.40, p = 0.004). In terms of the EFs, PA h/week showed a positive association with cognitive flexibility (β: 45.60 95% CI: 23.22 to 67.69, p = 0.001). CONCLUSIONS In conclusion, lifestyle (PA h/week) was positively associated with EFs. Therefore, an increase in PA levels among these students should be a target for community- and university-based interventions in order to promote cognitive development such as attention, coordination, reasoning, perception, memory, and cognitive flexibility.
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Affiliation(s)
- Felipe Caamaño-Navarrete
- Physical Education Career, Faculty of Education, Universidad Autónoma de Chile, Temuco 4780000, Chile; (F.C.-N.); (C.A.-H.); (G.F.-V.)
- Collaborative Research Group for School Development (GICDE), Temuco 4780000, Chile;
| | - Carlos Arriagada-Hernández
- Physical Education Career, Faculty of Education, Universidad Autónoma de Chile, Temuco 4780000, Chile; (F.C.-N.); (C.A.-H.); (G.F.-V.)
- Collaborative Research Group for School Development (GICDE), Temuco 4780000, Chile;
| | - Gerardo Fuentes-Vilugrón
- Physical Education Career, Faculty of Education, Universidad Autónoma de Chile, Temuco 4780000, Chile; (F.C.-N.); (C.A.-H.); (G.F.-V.)
- Collaborative Research Group for School Development (GICDE), Temuco 4780000, Chile;
| | - Lorena Jara-Tomckowiack
- Collaborative Research Group for School Development (GICDE), Temuco 4780000, Chile;
- Faculty of Education, Universidad Católica de Temuco, Temuco 4780000, Chile
| | - Alvaro Levin-Catrilao
- Doctoral Programme in Physical Activity Sciences, Faculty of Education Sciences, Universidad Católica del Maule, Talca 3460000, Chile;
| | - Pablo del Val Martín
- Chilean Observatory of Physical Education and School Sport, Faculty of Education and Social Sciences, Universidad Andres Bello, Las Condes, Santiago 7550000, Chile;
| | - Flavio Muñoz-Troncoso
- Faculty of Social Sciences and Arts, Universidad Mayor, Temuco 4780000, Chile;
- Department of Psychology and Anthropology, Faculty of Education and Psychology, Universidad de Extremadura, 06071 Badajoz, Spain
| | - Pedro Delgado-Floody
- Department of Physical Education, Sport and Recreation, Universidad de La Frontera, Temuco 4811230, Chile
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Bleil ME, Roisman GI, Hamilton DT, Magro SW, Appelhans BM, Gregorich SE, Booth-LaForce C, Pianta RC. Which aspects of education are health protective? a life course examination of early education and adulthood cardiometabolic health in the 30-year study of early child care and Youth Development (SECCYD). BMC Public Health 2024; 24:1092. [PMID: 38641792 PMCID: PMC11031877 DOI: 10.1186/s12889-024-18560-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Accepted: 04/09/2024] [Indexed: 04/21/2024] Open
Abstract
BACKGROUND Past research describes robust associations between education and health, yet findings have generally been limited to the examination of education as the number of years of education or educational attainment. Little is known about the specific features or processes underpinning education that are health protective. The objective of the current study was to address this gap by examining specific aspects of early education pertaining to student characteristics and experiences, as well as features of the classroom environment, in predicting cardiometabolic health in adulthood. METHODS Subjects were 1364 participants in the NICHD Study of Early Child Care and Youth Development (SECCYD, 1991-2009) and recent SECCYD 30-year follow-up, the Study of Health in Early and Adult Life (SHINE, 2018-2022). Models examined individual education indicators (student social skills, student-teacher relationship quality, and classroom emotional and instructional quality in the period of elementary school and student academic performance between ages 54 months and 15 years) in relation to a composite of cardiometabolic risk in adulthood (ages 26-31), reflecting central adiposity, blood pressure, insulin resistance, inflammation, and dyslipidemia. Models were adjusted for key explanatory factors including socio-demographics, infant characteristics, parental socioeconomic status (SES), and child health status. Follow-up analyses were performed to test potential mediators of early education effects on adult health, including adult SES (educational attainment, household income) and health behaviors (diet quality, activity level, sleep duration, smoking). RESULTS In adjusted models, results showed greater student social skills, indexed by a mean of annual teacher ratings between kindergarten and 6th grade, predicted lower cardiometabolic risk in adulthood (β=-0.009, p <.05). In follow-up analyses, results showed the protective effect of student social skills on cardiometabolic risk may be mediated by adult income (β=-0.0014, p <.05) and diet quality (β=-0.0031, p <.05). Effects of the other early education indicators were non-significant (ps > 0.05). CONCLUSIONS Findings point to the potential significance of early student social competence as a link to long-term health, possibly via the acquisition of resources needed for the maintenance of health, as well as through engagement in health behaviors supporting healthy eating. However, more research is needed to replicate these findings and to elaborate on the role of early student social competence and the pathways explaining its effects on cardiometabolic health in adulthood.
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Affiliation(s)
- Maria E Bleil
- Department of Child, Family, & Population Health Nursing, University of Washington, 98195, Seattle, WA, Box 357262, USA.
| | - Glenn I Roisman
- Institute of Child Development, University of Minnesota, Minneapolis, MN, USA
| | - Deven T Hamilton
- Center for Studies in Demography & Ecology, University of Washington, Seattle, WA, USA
| | - Sophia W Magro
- Institute of Child Development, University of Minnesota, Minneapolis, MN, USA
| | - Bradley M Appelhans
- Department of Family and Preventive Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Steven E Gregorich
- Department of Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Cathryn Booth-LaForce
- Department of Child, Family, & Population Health Nursing, University of Washington, 98195, Seattle, WA, Box 357262, USA
| | - Robert C Pianta
- School of Education & Human Development, University of Virginia, Charlottesville, VA, USA
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de Oliveira Segundo VH, de Azevedo KPM, de Medeiros GCBS, Mata ÁNDS, Piuvezam G. Association between sedentary behavior and Brain-Derived Neurotrophic Factor (BDNF) in children and adolescents: A protocol for systematic review and meta-analysis. PLoS One 2024; 19:e0299024. [PMID: 38442097 PMCID: PMC10914284 DOI: 10.1371/journal.pone.0299024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Accepted: 02/04/2024] [Indexed: 03/07/2024] Open
Abstract
BACKGROUND There is evidence in the literature suggesting that high time spent in sedentary behavior (SB) can reduce the Brain-Derived Neurotrophic Factor (BDNF) levels, an important neurotrophin that plays a role in modulating cognition, learning and memory. Children and adolescents usually spend many hours a day on SB, either sitting for a long time and/or using screen equipment. OBJECTIVE The aim of this study is to describe a systematic review and meta-analysis protocol on the associations between SB and BDNF levels in children and adolescents. METHODS This protocol is guided by the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Protocols and was published in the International Prospective Register of Systematic Reviews database (PROSPERO: CRD42023392246). The databases that will be searched are EMBASE, Scopus, ScienceDirect, Web of Science, SPORTDiscus, CINAHL, and PubMed. Cross-sectional and cohort studies conducted with children and adolescents (5 to 19 yr) that analyzed the association between SB and BDNF will be included in the systematic review. The characteristics of the studies, methodological aspects, and main results will be described. Then, the risk of bias (assessed by STROBE and Newcastle-Ottawa scales) and the level of evidence (assessed by the GRADE tool) from included studies will be evaluated. Sub-group analysis will also be performed. Two experienced reviewers will perform the studies selection, data extraction, and methodological quality assessment. CONCLUSION This systematic review and meta-analysis will analyze the association between SB and BDNF in children and adolescents. The results will provide subsidies to better understand this relationship and will strengthen evidence-based practice for both health professionals and future researches.
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Affiliation(s)
- Victor Hugo de Oliveira Segundo
- Department of Public Health, Postgraduate Program in Public Health, Federal University of Rio Grande do Norte, Natal/RN, Brazil
- Systematic Review and Meta-analysis Laboratory (Lab-Sys/CNPq), Federal University of Rio Grande do Norte, Natal/RN, Brazil
| | - Kesley Pablo Morais de Azevedo
- Department of Public Health, Postgraduate Program in Public Health, Federal University of Rio Grande do Norte, Natal/RN, Brazil
- Systematic Review and Meta-analysis Laboratory (Lab-Sys/CNPq), Federal University of Rio Grande do Norte, Natal/RN, Brazil
| | - Gidyenne Christine Bandeira Silva de Medeiros
- Department of Public Health, Postgraduate Program in Public Health, Federal University of Rio Grande do Norte, Natal/RN, Brazil
- Systematic Review and Meta-analysis Laboratory (Lab-Sys/CNPq), Federal University of Rio Grande do Norte, Natal/RN, Brazil
| | - Ádala Nayana de Sousa Mata
- Department of Public Health, Postgraduate Program in Public Health, Federal University of Rio Grande do Norte, Natal/RN, Brazil
- Systematic Review and Meta-analysis Laboratory (Lab-Sys/CNPq), Federal University of Rio Grande do Norte, Natal/RN, Brazil
| | - Grasiela Piuvezam
- Department of Public Health, Postgraduate Program in Public Health, Federal University of Rio Grande do Norte, Natal/RN, Brazil
- Systematic Review and Meta-analysis Laboratory (Lab-Sys/CNPq), Federal University of Rio Grande do Norte, Natal/RN, Brazil
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Van Oeckel V, Poppe L, Deforche B, Brondeel R, Miatton M, Verloigne M. Associations of habitual sedentary time with executive functioning and short-term memory in 7th and 8th grade adolescents. BMC Public Health 2024; 24:495. [PMID: 38365719 PMCID: PMC10870470 DOI: 10.1186/s12889-024-18014-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Accepted: 02/06/2024] [Indexed: 02/18/2024] Open
Abstract
BACKGROUND While there is increasing evidence for negative physical health consequences of high volumes of sedentary time and prolonged sedentary time in adolescents, the association with cognition is less clear. This study investigated the association of volumes of habitual sedentary time and prolonged sedentary time with executive functions and short-term memory in adolescents. METHODS This study has a cross-sectional observational study design. Volumes of sedentary time and prolonged sedentary time (accumulated sedentary time spent in bouts of ≥ 30 min) were measured using the Axivity AX3 accelerometer. Six cognitive functions (spatial and verbal short-term memory; and working memory, visuospatial working memory, response inhibition and planning as executive functions) were measured using six validated cognitive assessments. Data were analysed using generalised linear models. RESULTS Data of 119 adolescents were analysed (49% boys, 13.4 ± 0.6 year). No evidence for an association of volumes of sedentary time and prolonged sedentary time with spatial and verbal short-term memory, working memory, and visuospatial working memory was found. Volumes of sedentary time and prolonged sedentary time were significantly related to planning. One hour more sedentary time or prolonged sedentary time per day was associated with respectively on average 17.7% (95% C.I.: 3.5-29.7%) and 12.1% (95% C.I.: 3.9-19.6%) lower scores on the planning task. CONCLUSIONS No evidence was found for an association of volumes of habitual sedentary time and prolonged sedentary time with short-term memory and executive functions, except for planning. Furthermore, the context of sedentary activities could be an important confounder in the association of sedentary time and prolonged sedentary time with cognition among adolescents. Future research should therefore collect data on the context of sedentary activities. TRIAL REGISTRATION This study was registered at ClinicalTrials.gov in January 2020 (NCT04327414; released on March 11, 2020).
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Affiliation(s)
- Veerle Van Oeckel
- Department of Public Health and Primary Care, Ghent University, Corneel Heymanslaan 10, 9000, Ghent, Belgium.
| | - Louise Poppe
- Department of Public Health and Primary Care, Ghent University, Corneel Heymanslaan 10, 9000, Ghent, Belgium
| | - Benedicte Deforche
- Department of Public Health and Primary Care, Ghent University, Corneel Heymanslaan 10, 9000, Ghent, Belgium
- Department of Movement and Sport Sciences, Vrije Universiteit Brussel, Pleinlaan 2, 1050, Brussels, Belgium
| | - Ruben Brondeel
- Department of Epidemiology and Public Health, Sciensano, Juliette Wytsmanstraat 14, 1050, Brussels, Belgium
| | - Marijke Miatton
- Department of Neurology, Ghent University Hospital, Corneel Heymanslaan 10, 9000, Ghent, Belgium
- Department of Head and Skin, Ghent University, Corneel Heymanslaan 10, 9000, Ghent, Belgium
| | - Maïté Verloigne
- Department of Public Health and Primary Care, Ghent University, Corneel Heymanslaan 10, 9000, Ghent, Belgium
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Tian S, Liang Z, Qiu F, Wang X. Physical activity on executive function in sedentary individuals: Systematic review and meta-analysis of randomized controlled trials. PLoS One 2023; 18:e0294251. [PMID: 38060501 PMCID: PMC10703253 DOI: 10.1371/journal.pone.0294251] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Accepted: 10/29/2023] [Indexed: 12/18/2023] Open
Abstract
Physical activity has been demonstrated to promote cognitive performance. However, the relationship between physical activity and executive function (EF) in sedentary individuals is not fully understood. This meta-analysis examined the impact of physical activity on EF in sedentary individuals and evaluated potential moderators of the relationship between physical activity and EF. In accordance with the PRISMA guidelines, the electronic databases MEDLINE, Embase, PsycINFO and Web of Science were searched. Included studies had to report sedentary individuals randomized to either a physical activity group or a control group. Subgroup analyses of EF sub-domains, exercise prescription and age were conducted alongside the overall meta-analysis. Thirteen RCT studies were included, with a total of 752 participants. Results showed a small to moderate beneficial effect of physical activity on EF (SMD = 0.24, 95% CI 0.08 to 0.40). In subgroup analysis by EF sub-domains, physical activity enhanced inhibitory control (SMD = 0.38, 95% CI 0.12 to 0.63) and working memory (SMD = 0.22, 95% CI -0.05 to 0.49), but not cognitive flexibility (SMD = 0.11, 95% CI -0.18 to 0.41). Interventions with an intervention length > 12 weeks improved overall EF (SMD = 0.26, 95% CI 0.06 to 0.46), but intervention length ≤ 12 weeks did not (SMD = 0.20, 95% CI -0.08 to 0.47). Interventions with session time ≥ 45 minutes improved overall EF (SMD = 0.47, 95% CI 0.22 to 0.77), but session time < 45 minutes did not (0.17, 95% CI -0.11 to 0.44). Physical activity improves EF for older adults (age ≥ 60 years) (SMD = 0.25, 95% CI 0.08 to 0.42), but not for younger individuals (age < 60 years) (SMD = 0.17, 95% CI -0.25 to 0.59). Overall, physical activity has a beneficial effect on EF in sedentary individuals, although the influence may be domain specific and influenced by exercise prescription and age. These findings have practical implications for those seeking to improve EF in sedentary individuals through physical activity.
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Affiliation(s)
- Shudong Tian
- School of Physical Education, Shandong University, Jinan, 250061, China
| | - Zhide Liang
- Department of Physical Education, Qingdao University, Qingdao, 266071, China
| | - Fanghui Qiu
- Department of Physical Education, Qingdao University, Qingdao, 266071, China
| | - Xianliang Wang
- School of Physical Education, Shandong University, Jinan, 250061, China
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Zhang W, Liu H, Zhang T. Immediate and short-term effects of single-task and motor-cognitive dual-task on executive function. PLoS One 2023; 18:e0290171. [PMID: 37585447 PMCID: PMC10431647 DOI: 10.1371/journal.pone.0290171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Accepted: 08/02/2023] [Indexed: 08/18/2023] Open
Abstract
OBJECTIVES Executive function plays an important role in our daily life and can be affected by both single task (acute aerobic exercise or cognitive training) and dual-task (acute motor-cognitive training) interventions. Here we explored the immediate and short-term effect on executive function to texted whether dual-task interventions are more effective at promoting executive function. METHODS Forty-six young men were recruited (mean age: 20.65 years) and assigned randomly to aerobic exercise (n = 15), cognitive training (n = 15), or dual-task (n = 16) groups. Executive functions were assessed before, immediately after, and 30 min after intervention using Go/No-go, 2-back, and More-Odd-Shifting tests. RESULTS Working memory function improved after all three interventions (significant Time effect, F(2,86) = 7.05, p = 0.001). Performance on the 2-back test was significantly better immediately after dual-task intervention (p = 0.038) and the response time was shorter (p = 0.023). Performance on the More-Odd-Shifting test improved over time (significant Time effect, F(2,86) = 30.698, p = 0.01), both immediately after the dual-task intervention (p = 0.015), and 30 min later (p = 0.001). Shifting-test performance was also better immediately after (p = 0.005) and 30 min after (p < 0.001) aerobic exercise. CONCLUSION Executive function was enhanced by single-task (acute aerobic exercise or cognitive training) and dual-task interventions. The effect continued for 30 min after both the single-task aerobic exercise and the dual-task intervention. For short-term intervention, the dual-task was not more effective than either of the single tasks.
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Affiliation(s)
- Weibin Zhang
- School of Sports Medicine and Rehabilitation, North Sichuan Medical College, Gaoping District, Nanchong, Sichuan Province, China
| | - Hua Liu
- School of Kinesiology and Health, Capital University of Physical Education and Sports, Haidian District, Beijing, China
| | - Tong Zhang
- Rehabilitation Teaching and Research Department, Zhoukou Vocational and Technical College, Zhoukou City, Henan Province, China
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11
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Zheng J, Tan TC, Zheng K, Huang T. Development of a 24-hour movement behaviors questionnaire (24HMBQ) for Chinese college students: validity and reliability testing. BMC Public Health 2023; 23:752. [PMID: 37095458 PMCID: PMC10124027 DOI: 10.1186/s12889-023-15393-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 03/07/2023] [Indexed: 04/26/2023] Open
Abstract
BACKGROUND Physical activity (PA), sedentary behaviors (SB), and sleep are interrelated behavior components of a 24-hour day. Research interests continue to increase in examining the inter-relationship of three behaviors and their combined effects on health. The purpose of this study was to develop a comprehensive instrument to measure 24-hour movement behaviors for Chinese college students. METHODS The 24-hour movement behaviors questionnaire (24HMBQ) was developed based on a literature review and expert review. The target population (Chinese college students) and an expert panel assessed the face and content validity. After the final revision of the questionnaire, the participants (n = 229) were asked to complete the 24HMBQ twice to examine test-retest reliability. Convergent validity was evaluated using Spearman's rho, by comparing the 24HMBQ estimates of sleep, SB, and PA with results derived from the Pittsburgh Sleep Quality Index (PSQI), the Adult Sedentary Behaviors Questionnaire in China (ASBQC), and the International Physical Activity Questionnaire - Short Form (IPAQ-SF). RESULTS The 24HMBQ exhibited good face validity and high acceptability to respondents. Regarding content validity, the S-CVI/UA and S-CVI/Ave were 0.88 and 0.97, respectively. As indicated by ICC, the test-retest reliability was considered moderate to excellent, ranging from 0.68 to 0.97 (P < 0.01). Regarding the convergent validity, correlations were 0.32 for the duration of sleep per day, 0.33 for total time of physical activity per day, and 0.43 for the duration of sedentary behaviors per day. CONCLUSION The 24HMBQ is a feasible questionnaire with suitable validity and moderate to excellent test-retest reliability of all items. It is a promising tool to investigate 24-hour movement behaviors of Chinese college students. The 24HMBQ can be administrated in epidemiological studies.
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Affiliation(s)
- Jiaxin Zheng
- Department of Physical Education, Shanghai Jiao Tong University, Shanghai, China
| | - Teck Cheng Tan
- Department of Physical Education, Shanghai Jiao Tong University, Shanghai, China
| | - Kefeng Zheng
- Department of Physical Education, Shanghai Jiao Tong University, Shanghai, China
| | - Tao Huang
- Department of Physical Education, Shanghai Jiao Tong University, Shanghai, China.
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12
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Huang T, Zheng K, Li S, Yang Y, Kong L, Zhao Y. Screen-based sedentary behaviors but not total sedentary time are associated with anxiety among college students. Front Public Health 2022; 10:994612. [PMID: 36339232 PMCID: PMC9632443 DOI: 10.3389/fpubh.2022.994612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Accepted: 09/26/2022] [Indexed: 01/26/2023] Open
Abstract
Objective The purpose of the study was to investigate the associations of device-measured total sedentary time and screen-based sedentary time with anxiety in college students. Methods Three hundred and twenty-one college students (mean age = 19.72 ± 1.18, 55.8% females) were recruited from Shanghai, China. Total sedentary time was objectively measured using accelerometry, while screen-based sedentary time was self-reported. Anxiety symptom was evaluated using the Self-Rating Anxiety Scale. Linear regression modeling was used to assess the associations of total sedentary time and screen-based sedentary time with anxiety symptom. Results Accelerometer-assessed total sedentary time was not associated with anxiety symptom. Prolonged sedentary time on TV and movie viewing (>2 h on weekdays) and social media using (>2 h on weekdays and weekend) were associated with a higher level of anxiety. However, time on video gaming and recreational reading was not associated with anxiety symptom. Conclusion The findings indicated that screen-based sedentary behaviors but not total sedentary time were associated with anxiety symptom among college students. The associations of screen-based sedentary behaviors with anxiety symptom varied by the types of screen time.
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Affiliation(s)
- Tao Huang
- Department of Physical Education, Shanghai Jiao Tong University, Shanghai, China,*Correspondence: Tao Huang
| | - Kefeng Zheng
- Department of Physical Education, Shanghai Jiao Tong University, Shanghai, China
| | - Shiyuan Li
- Department of Physical Education, Shanghai Jiao Tong University, Shanghai, China
| | - Yanxiang Yang
- Chair of Sport and Health Management, Technical University of Munich, Munich, Germany
| | - Lingxuan Kong
- Department of Physical Education, Shanghai Jiao Tong University, Shanghai, China
| | - Ying Zhao
- Department of Physical Education, Shanghai Jiao Tong University, Shanghai, China
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Effect of a 16-week multi-level classroom standing desk intervention on cognitive performance and academic achievement in adolescents. Sci Rep 2022; 12:14504. [PMID: 36050353 PMCID: PMC9437021 DOI: 10.1038/s41598-022-18248-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 08/08/2022] [Indexed: 11/29/2022] Open
Abstract
The replacement of traditional classroom desks for active-permissive desks has been tested to reduce sitting time during classes. However, their impact on other domains is still unclear. We aimed to verify the potential effects of a classroom standing desk intervention on cognitive function and academic achievement in 6th-grade students. This was a controlled trial conducted with two classes [intervention (n = 22) and control (n = 27)] from a public school in Lisbon, Portugal. The intervention was carried out for 16 weeks and consisted of multi-level actions (students, parents, and teachers) centered on the implementation of standing desks in the intervention classroom. The control group had traditional classes with no use of standing desks or any other interference/action from the research team. Pre- and post-assessments of executive functions (attention, inhibitory function, memory, and fluid intelligence) and academic achievement were obtained. No differences between groups were found at baseline. Both groups improved (time effect) academic achievement (p < 0.001), memory span (p < 0.001), and inhibitory function (p = 0.008). Group versus time interactions were observed regarding operational memory (intervention: + 18.0% and control: + 41.6%; p = 0.039) and non-verbal fluid intelligence (intervention: − 14.0% and control: + 3.9%; p = 0.017). We concluded that a 16-week classroom standing desk intervention did not improve cognitive performance or academic achievement more than the traditional sitting classes. Trial registration: ClinicalTrials.gov Identifier (NCT03137836) (date of first registration: 03/05/2017).
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Cui J, Li L, Dong C. The associations between specific-type sedentary behaviors and cognitive flexibility in adolescents. Front Hum Neurosci 2022; 16:910624. [PMID: 36034120 PMCID: PMC9411862 DOI: 10.3389/fnhum.2022.910624] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Accepted: 07/18/2022] [Indexed: 11/13/2022] Open
Abstract
Background: The prevalence of sedentary behavior in adolescents has aroused social attention. The association between sedentary behavior and cognitive flexibility remains unclear, and it may vary depending on the type of sedentary behavior. This study aimed to investigate the associations between specific-type sedentary behaviors and cognitive flexibility in adolescents. Method: A total of 700 Chinese adolescents aged 10–15 years were recruited. The self-report questionnaire was used to assess total sedentary time, recreational screen-based sedentary time, and educational sedentary time. The More-odd shifting task was used to assess cognitive flexibility. Results: The correlation analysis showed that recreational screen-based sedentary time was negatively correlated with cognitive flexibility, whereas educational sedentary time was positively correlated with cognitive flexibility. The regression analysis also further revealed that a significantly negative association between recreational screen-based sedentary time and cognitive flexibility, while a significantly positive association existed between educational sedentary time and cognitive flexibility. Conclusion: The findings shown that the association between recreational screen-based sedentary behavior and cognitive flexibility differs from educational sedentary behavior in adolescents, providing new ideas for a more comprehensive understanding of the association between sedentary behavior and cognitive flexibility in adolescents.
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Affiliation(s)
- Jie Cui
- College of Physical Education, Shanghai Normal University, Shanghai, China
- College of Physical Education and Health, East China Normal University, Shanghai, China
- Key Laboratory of Adolescent Health Assessment and Exercise Intervention of Ministry of Education, East China Normal University, Shanghai, China
| | - Lin Li
- College of Physical Education and Health, East China Normal University, Shanghai, China
- Key Laboratory of Adolescent Health Assessment and Exercise Intervention of Ministry of Education, East China Normal University, Shanghai, China
- *Correspondence: Chao Dong Lin Li
| | - Chao Dong
- College of Physical Education and Health, Shanghai University of International Business and Economics, Shanghai, China
- *Correspondence: Chao Dong Lin Li
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Schnermann ME, Schulz CA, Ludwig C, Alexy U, Nöthlings U. A lifestyle score in childhood and adolescence was positively associated with subsequently measured fluid intelligence in the DONALD cohort study. Eur J Nutr 2022; 61:3719-3729. [PMID: 35704086 PMCID: PMC9464141 DOI: 10.1007/s00394-022-02921-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Accepted: 05/24/2022] [Indexed: 11/04/2022]
Abstract
PURPOSE Lifestyle scores which combine single factors such as diet, activity, or sleep duration showed associations with cognitive decline in adults. However, the role of a favourable lifestyle in younger age and the build-up of cognitive reserve is less clear, which is why we investigated longitudinal associations between a lifestyle score in childhood and adolescence and fluid intelligence obtained on average 6 years later. METHODS In the DONALD cohort, a lifestyle score of 0 to 4 points including healthy diet and duration of moderate-to-vigorous physical activity, sedentary behaviour and sleep was repeatedly assessed in participants aged 5 and 19 years. Data on fluid intelligence were assessed via a German version of the culture fair intelligence test (CFT), using CFT 1-R in children 8.5 years of age or younger (n = 62) or CFT 20-R in participants older than 8.5 years (n = 192). Multivariable linear regression models were used to investigate prospective associations between the lifestyle score and the fluid intelligence score. RESULTS Mean lifestyle score of all participants was 2.2 (0.7-4) points. A one-point increase in the lifestyle score was associated with a higher fluid intelligence score (4.8 points [0.3-7.3], p = 0.0343) for participants completing the CFT 20-R. Furthermore, each additional hour of sedentary behaviour was associated with a lower fluid intelligence score (- 3.0 points [- 5.7 to - 0.3], p = 0.0313). For younger participants (CFT 1-R), no association was found in any analysis (p > 0.05). CONCLUSION A healthy lifestyle was positively associated with fluid intelligence, whereby sedentary behaviour itself seemed to play a prominent role.
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Affiliation(s)
- Maike Elena Schnermann
- grid.10388.320000 0001 2240 3300Department of Nutrition and Food Sciences, Institute of Nutrition and Food Sciences, Nutritional Epidemiology, University of Bonn, Friedrich-Hirzebruch-Allee 7, 53115 Bonn, Germany
| | - Christina-Alexandra Schulz
- grid.10388.320000 0001 2240 3300Department of Nutrition and Food Sciences, Institute of Nutrition and Food Sciences, Nutritional Epidemiology, University of Bonn, Friedrich-Hirzebruch-Allee 7, 53115 Bonn, Germany
| | - Christine Ludwig
- grid.10388.320000 0001 2240 3300Department of Nutrition and Food Sciences, Institute of Nutrition and Food Sciences, Nutritional Epidemiology, University of Bonn, Friedrich-Hirzebruch-Allee 7, 53115 Bonn, Germany
| | - Ute Alexy
- grid.10388.320000 0001 2240 3300Department of Nutrition and Food Sciences, Institute of Nutrition and Food Sciences, Nutritional Epidemiology, University of Bonn, Friedrich-Hirzebruch-Allee 7, 53115 Bonn, Germany
| | - Ute Nöthlings
- Department of Nutrition and Food Sciences, Institute of Nutrition and Food Sciences, Nutritional Epidemiology, University of Bonn, Friedrich-Hirzebruch-Allee 7, 53115, Bonn, Germany.
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