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Crumbley C, Cepni AB, Taylor A, Thompson D, Moran NE, Olvera N, O'Connor DP, Johnston CA, Ledoux TA. Exploring Factors Associated With Accelerometer Validity Among Ethnically Diverse Toddlers. Pediatr Exerc Sci 2024; 36:66-74. [PMID: 37758263 DOI: 10.1123/pes.2022-0114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/27/2022] [Revised: 05/11/2023] [Accepted: 07/28/2023] [Indexed: 10/03/2023]
Abstract
PURPOSE Studying physical activity in toddlers using accelerometers is challenging due to noncompliance with wear time (WT) and activity log (AL) instructions. The aims of this study are to examine relationships between WT and AL completion and (1) demographic and socioeconomic variables, (2) parenting style, and (3) whether sedentary time differs by AL completion. METHODS Secondary analysis was performed using baseline data from a community wellness program randomized controlled trial for parents with toddlers (12-35 mo). Parents had toddlers wear ActiGraph wGT3x accelerometers and completed ALs. Valid days included ≥600-minute WT. Analysis of variance and chi-square analyses were used. RESULTS The sample (n = 50) comprised racial and ethnically diverse toddlers (mean age = 27 mo, 58% male) and parents (mean age = 31.7 y, 84% female). Twenty-eight families (56%) returned valid accelerometer data with ALs. Participants in relationships were more likely to complete ALs (P < .05). Toddler sedentary time did not differ between those with ALs and those without. CONCLUSIONS We found varied compliance with WT instructions and AL completion. Returned AL quality was poor, presenting challenges in correctly characterizing low-activity counts to improve internal validity of WT and physical activity measures. Support from marital partners may be important for adherence to study protocols.
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Affiliation(s)
- Christine Crumbley
- Department of Health and Human Performance, University of Houston, Houston, TX,USA
| | - Aliye B Cepni
- Department of Health and Human Performance, University of Houston, Houston, TX,USA
| | - Ashley Taylor
- Department of Psychological, Health, and Learning Sciences, University of Houston, Houston, TX,USA
| | - Debbe Thompson
- USDA/ARS Children's Nutrition Research Center & Department of Pediatrics, Baylor College of Medicine, Houston, TX,USA
| | - Nancy E Moran
- USDA/ARS Children's Nutrition Research Center & Department of Pediatrics, Baylor College of Medicine, Houston, TX,USA
| | - Norma Olvera
- Department of Psychological, Health, and Learning Sciences, University of Houston, Houston, TX,USA
- Latino Health Disparities Lab, University of Houston, Houston, TX,USA
| | - Daniel P O'Connor
- Department of Health and Human Performance, University of Houston, Houston, TX,USA
- HEALTH Research Institute, University of Houston, Houston, TX,USA
| | - Craig A Johnston
- Department of Health and Human Performance, University of Houston, Houston, TX,USA
| | - Tracey A Ledoux
- Department of Health and Human Performance, University of Houston, Houston, TX,USA
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Kelly LA, Knox A, Gonzalez C, Lennartz P, Hildebrand J, Carney B, Wendt S, Haas R, Hill MD. Objectively Measured Physical Activity and Sedentary Time of Suburban Toddlers Aged 12-36 Months. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19116707. [PMID: 35682292 PMCID: PMC9180469 DOI: 10.3390/ijerph19116707] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 04/29/2022] [Revised: 05/20/2022] [Accepted: 05/27/2022] [Indexed: 12/04/2022]
Abstract
Low levels of physical activity may predispose children to the development of obesity and related chronic diseases in later life. The aims of this study were as follows: (1) quantitatively describe the levels of habitual physical activity in a contemporary sample of suburban children aged 12 to 36 months; (2) assess for gender differences in physical activity and sedentary behavior; (3) examine the specific effects of ethnicity, gender and overweight status on the objectively measured physical activity; and (4) quantify the tracking of physical activity in a subset of children over 1 year. During year one, 142 participants wore the GT3X Actigraph for 3 days. At a 1-year follow-up, a subset of 25 participants wore the Actigraph for 7 consecutive days. GLM and t-tests as appropriate were carried out to assess the influence of gender on the physical activity level. Spearman rank correlations, percentage agreement and kappa statistics assessed the tracking of physical activity. The results showed no significant gender differences in any anthropometric measurements, sedentary behavior or MVPA (p > 0.05). There were also no significant gender, ethnicity or overweight interaction for sedentary behavior, time spent in light PA and time spent in MVPA (p > 0.05). For tracking, there was a moderate strength of agreement for MVPA. Considering the disproportionate effects of obesity in minority groups, culturally appropriate interventions targeting the reduction in sedentary behavior are urgently required.
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Affiliation(s)
- Louise A. Kelly
- Exercise Science Department, California Lutheran University, Thousand Oaks, CA 93065, USA; (A.K.); (C.G.); (P.L.); (B.C.); (S.W.); (R.H.); (M.D.H.)
- Correspondence: ; Tel.: +1-805-493-3407
| | - Allan Knox
- Exercise Science Department, California Lutheran University, Thousand Oaks, CA 93065, USA; (A.K.); (C.G.); (P.L.); (B.C.); (S.W.); (R.H.); (M.D.H.)
| | - Carlos Gonzalez
- Exercise Science Department, California Lutheran University, Thousand Oaks, CA 93065, USA; (A.K.); (C.G.); (P.L.); (B.C.); (S.W.); (R.H.); (M.D.H.)
| | - Patrick Lennartz
- Exercise Science Department, California Lutheran University, Thousand Oaks, CA 93065, USA; (A.K.); (C.G.); (P.L.); (B.C.); (S.W.); (R.H.); (M.D.H.)
| | - Jordan Hildebrand
- Biology Department, California Lutheran University, Thousand Oaks, CA 93065, USA;
| | - Blake Carney
- Exercise Science Department, California Lutheran University, Thousand Oaks, CA 93065, USA; (A.K.); (C.G.); (P.L.); (B.C.); (S.W.); (R.H.); (M.D.H.)
| | - Spencer Wendt
- Exercise Science Department, California Lutheran University, Thousand Oaks, CA 93065, USA; (A.K.); (C.G.); (P.L.); (B.C.); (S.W.); (R.H.); (M.D.H.)
| | - Rebecca Haas
- Exercise Science Department, California Lutheran University, Thousand Oaks, CA 93065, USA; (A.K.); (C.G.); (P.L.); (B.C.); (S.W.); (R.H.); (M.D.H.)
| | - Mason D. Hill
- Exercise Science Department, California Lutheran University, Thousand Oaks, CA 93065, USA; (A.K.); (C.G.); (P.L.); (B.C.); (S.W.); (R.H.); (M.D.H.)
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Benjamin-Neelon SE, Bai J, Østbye T, Neelon B, Pate RR, Crainiceanu C. Physical Activity and Adiposity in a Racially Diverse Cohort of US Infants. Obesity (Silver Spring) 2020; 28:631-637. [PMID: 31944621 PMCID: PMC7042075 DOI: 10.1002/oby.22738] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2019] [Accepted: 11/10/2019] [Indexed: 12/03/2022]
Abstract
OBJECTIVE Early life physical activity may help prevent obesity, but objective quantification in infants is challenging. METHODS A total of 506 infants were examined from 2013 to 2016. Infants wore accelerometers for 4 days at ages 3, 6, 9, and 12 months. Daily log-transformed physical activity counts were computed, averaged, and standardized across assessments. A linear mixed model was used to examine trends in standardized physical activity counts as well as associations between physical activity and BMI z score, sum of subscapular and triceps skinfold thickness for overall adiposity (SS+TR), and their ratio for central adiposity (SS:TR). RESULTS Among infants, 66% were black and 50% were female. For each additional visit, standardized physical activity counts increased by 0.23 (CI: 0.18 to 0.27; P < 0.0001). This translates to 126.3 unadjusted physical activity counts or a 4% increase for each visit beyond 3 months. In addition, a 1-SD increase in standardized physical activity counts (550 unadjusted physical activity counts) was associated with a 0.01-mm lower SS:TR (95% CI: -0.02 to -0.001; P = 0.03). However, standardized physical activity counts were not associated with BMI z score or SS+TR. CONCLUSIONS Physical activity increased over infancy and was associated with central adiposity. Despite limitations, researchers should consider objective measurement in infants.
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Affiliation(s)
- Sara E Benjamin-Neelon
- Department of Health, Behavior and Society, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Jiawei Bai
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Truls Østbye
- Department of Community and Family Medicine, Duke University Medical Center, Durham, North Carolina, USA
| | - Brian Neelon
- Division of Biostatistics, Department of Public Health Sciences, Medical University of South Carolina, Charleston, South Carolina, USA
| | - Russell R Pate
- Department of Exercise Science, Arnold School of Public Health, University of South Carolina, Columbia, South Carolina, USA
| | - Ciprian Crainiceanu
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
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Collings PJ, Dogra SA, Costa S, Bingham DD, Barber SE. Objectively-measured sedentary time and physical activity in a bi-ethnic sample of young children: variation by socio-demographic, temporal and perinatal factors. BMC Public Health 2020; 20:109. [PMID: 31992249 PMCID: PMC6986109 DOI: 10.1186/s12889-019-8132-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2019] [Accepted: 12/30/2019] [Indexed: 12/26/2022] Open
Abstract
Background Evidence suggests that South Asian school-aged children and adults are less active compared to the white British population. It is unknown if this generalises to young children. We aimed to describe variability in levels of physical activity and sedentary time in a bi-ethnic sample of young children from a deprived location. Methods This observational study included 202 South Asian and 140 white British children aged 1.5 to 5y, who provided 3181 valid days of triaxial accelerometry (Actigraph GT3X+). Variability in sedentary time and physical activity levels were analysed by linear multilevel modelling. Logistic multilevel regression was used to identify factors associated with physical inactivity (failing to perform ≥180 min of total physical activity including ≥60 min moderate-to-vigorous physical activity (MVPA) per day). Results There were no significant ethnic differences in the overall levels of behaviours; South Asian and white British children spent half of daily time sedentary, just over 40% in light physical activity, and the remaining 7.5 to 8% of time in MVPA. Sedentary time was lower and physical activity levels were higher in older children, and levels of MVPA and vector magnitude counts per minute (CPM) were higher on weekends compared to weekdays. In South Asian children, sedentary time was lower on weekends. Sedentary time was lower and physical activity levels were higher in spring compared to winter in white British children, and in all seasons compared to winter in South Asian children. South Asian children born at high birth weight performed more MVPA, and in both ethnicities there was some evidence that children with older mothers were more sedentary and less active. Sedentary time was higher and light physical activity was lower in South Asian children in the highest compared to the lowest income families. South Asian girls performed less MVPA, registered fewer vector magnitude CPM, and were 3.5 times more likely to be physically inactive than South Asian boys. Conclusions Sedentary time and physical activity levels vary by socio-demographic, temporal and perinatal characteristics in young children from a deprived location. South Asian girls have the most to gain from efforts to increase physical activity levels. Trial registration The Pre-schoolers in the Playground (PiP) pilot randomized controlled trial is registered with the ISRCTN (ISRCTN54165860; http://www.isrctn.com).
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Affiliation(s)
- Paul J Collings
- Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, UK. .,Department of Health Sciences, University of York, York, UK.
| | - Sufyan A Dogra
- Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, UK
| | - Silvia Costa
- School of Sport, Exercise and Health Sciences, Loughborough University, Leicestershire, UK
| | - Daniel D Bingham
- Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, UK
| | - Sally E Barber
- Bradford Institute for Health Research, Bradford Teaching Hospitals NHS Foundation Trust, Bradford, UK
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Kwon S, Honegger K, Mason M. Daily Physical Activity Among Toddlers: Hip and Wrist Accelerometer Assessments. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16214244. [PMID: 31683776 PMCID: PMC6862284 DOI: 10.3390/ijerph16214244] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/24/2019] [Revised: 10/22/2019] [Accepted: 10/29/2019] [Indexed: 11/16/2022]
Abstract
Physical activity (PA) habits seem to track over time from as young as early childhood. For children under age 3 years, wearable sensor-measured PA levels have begun to be investigated. The aims of this study were to evaluate the feasibility of using hip- vs. wrist-worn accelerometers, and to report accelerometer-derived PA metrics among toddlers. A convenience sample of 22 toddlers aged 13 to 35 months and their mothers were recruited for this study. ActiGraph wGT3X-BT accelerometers were attached to wrist bands and waist belts. The mothers were asked to affix a wrist band and a waist belt to their participating children during waking hours for four days. They also completed an acceptability survey. Of the 22 toddlers, 19 (86%) had ≥ 3 valid days of hip data, while only 14 (64%) did so for wrist data (p = 0.16). In terms of acceptability, 18 mothers (82%) responded that the 4-day hip wear was easy, while only 13 (59%) responded that the 4-day wrist wear was easy (p = 0.19). Daily light-intensity PA (LPA) was on average 161 min, and daily moderate- and vigorous-intensity PA (MVPA) was on average 47 min, as determined using published hip accelerometer cut-points. There were no significant differences in LPA or MVPA by age or by sex. In conclusion, this study suggests that hip placement of an ActiGraph accelerometer is more feasible than wrist placement among toddlers.
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Affiliation(s)
- Soyang Kwon
- Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL 60611, USA.
| | - Kyle Honegger
- Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL 60611, USA.
| | - Maryann Mason
- Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL 60611, USA.
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Hip and Wrist-Worn Accelerometer Data Analysis for Toddler Activities. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16142598. [PMID: 31330889 PMCID: PMC6678133 DOI: 10.3390/ijerph16142598] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/05/2019] [Revised: 07/15/2019] [Accepted: 07/17/2019] [Indexed: 11/16/2022]
Abstract
Although accelerometry data are widely utilized to estimate physical activity and sedentary behavior among children age 3 years or older, for toddlers age 1 and 2 year(s), accelerometry data recorded during such behaviors have been far less examined. In particular, toddler’s unique behaviors, such as riding in a stroller or being carried by an adult, have not yet been examined. The objective of this study was to describe accelerometry signal outputs recorded during participation in nine types of behaviors (i.e., running, walking, climbing up/down, crawling, riding a ride-on toy, standing, sitting, riding in a stroller/wagon, and being carried by an adult) among toddlers. Twenty-four toddlers aged 13 to 35 months (50% girls) performed various prescribed behaviors during free play in a commercial indoor playroom while wearing ActiGraph wGT3X-BT accelerometers on a hip and a wrist. Participants’ performances were video-recorded. Based on the video data, accelerometer data were annotated with behavior labels to examine accelerometry signal outputs while performing the nine types of behaviors. Accelerometer data collected during 664 behavior assessments from the 21 participants were used for analysis. Hip vertical axis counts for walking were low (median = 49 counts/5 s). They were significantly lower than those recorded while a toddler was “carried” by an adult (median = 144 counts/5 s; p < 0.01). While standing, sitting, and riding in a stroller, very low hip vertical axis counts were registered (median ≤ 5 counts/5 s). Although wrist vertical axis and vector magnitude counts for “carried” were not higher than those for walking, they were higher than the cut-points for sedentary behaviors. Using various accelerometry signal features, machine learning techniques showed 89% accuracy to differentiate the “carried” behavior from ambulatory movements such as running, walking, crawling, and climbing. In conclusion, hip vertical axis counts alone may be unable to capture walking as physical activity and “carried” as sedentary behavior among toddlers. Machine learning techniques that utilize additional accelerometry signal features could help to recognize behavior types, especially to differentiate being “carried” from ambulatory movements.
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Sharp CA, Mackintosh KA, Erjavec M, Pascoe DM, Horne PJ. Validity and reliability of the Fitbit Zip as a measure of preschool children's step count. BMJ Open Sport Exerc Med 2017; 3:e000272. [PMID: 29081984 PMCID: PMC5652475 DOI: 10.1136/bmjsem-2017-000272] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/11/2017] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVES Validation of physical activity measurement tools is essential to determine the relationship between physical activity and health in preschool children, but research to date has not focused on this priority. The aims of this study were to ascertain inter-rater reliability of observer step count, and interdevice reliability and validity of Fitbit Zip accelerometer step counts in preschool children. METHODS Fifty-six children aged 3-4 years (29 girls) recruited from 10 nurseries in North Wales, UK, wore two Fitbit Zip accelerometers while performing a timed walking task in their childcare settings. Accelerometers were worn in secure pockets inside a custom-made tabard. Video recordings enabled two observers to independently code the number of steps performed in 3 min by each child during the walking task. Intraclass correlations (ICCs), concordance correlation coefficients, Bland-Altman plots and absolute per cent error were calculated to assess the reliability and validity of the consumer-grade device. RESULTS An excellent ICC was found between the two observer codings (ICC=1.00) and the two Fitbit Zips (ICC=0.91). Concordance between the Fitbit Zips and observer counts was also high (r=0.77), with an acceptable absolute per cent error (6%-7%). Bland-Altman analyses identified a bias for Fitbit 1 of 22.8±19.1 steps with limits of agreement between -14.7 and 60.2 steps, and a bias for Fitbit 2 of 25.2±23.2 steps with limits of agreement between -20.2 and 70.5 steps. CONCLUSIONS Fitbit Zip accelerometers are a reliable and valid method of recording preschool children's step count in a childcare setting.
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Affiliation(s)
| | - Kelly A Mackintosh
- Research Centre in Applied Sports, Technology, Exercise and Medicine, Swansea University, Swansea, Swansea, UK
| | - Mihela Erjavec
- School of Psychology, Bangor University, Bangor, Gwynedd, UK
| | - Duncan M Pascoe
- School of Psychology, Bangor University, Bangor, Gwynedd, UK
| | - Pauline J Horne
- School of Psychology, Bangor University, Bangor, Gwynedd, UK
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Collings PJ, Brage S, Bingham DD, Costa S, West J, McEachan RRC, Wright J, Barber SE. Physical Activity, Sedentary Time, and Fatness in a Biethnic Sample of Young Children. Med Sci Sports Exerc 2017; 49:930-938. [PMID: 28060034 DOI: 10.1249/mss.0000000000001180] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
PURPOSE This study aimed to investigate associations of objectively measured physical activity (PA) and sedentary time with adiposity in a predominantly biethnic (South Asian and White British) sample of young children. METHODS The sample included 333 children age 11 months to 5 yr who provided 526 cross-sectional observations for PA and body composition. Total PA volume (vector magnitude counts per minute), daily time at multiple intensity levels (the cumulative time in activity >500, >1000, >1500, …, >6000 counts per minute), and time spent sedentary (<820 counts per minute), in light PA (820-3907 counts per minute) and in moderate-to-vigorous PA (≥3908 counts per minute) were estimated with triaxial accelerometry. Indicators of adiposity included body mass index, waist circumference, and the sum of subscapular and triceps skinfold thicknesses. Statistical analyses were performed using multilevel regression and isotemporal substitution models adjusted for confounders. Effect modification by ethnicity was examined. RESULTS There was no evidence for effect modification by ethnicity (P interaction ≥ 0.13). In the whole sample, the accumulated time spent above 3500 counts per minute (i.e., high light-intensity PA) was inversely associated with the sum of skinfolds (β = -0.60 mm, 95% confidence interval [CI] = -1.19 to -0.021, per 20 min·d), and the magnitude of association increased dose dependently with PA intensity (peaking for time spent >6000 counts per minute = -1.57 mm, 95% CI = -3.01 to -0.12, per 20 min·d). The substitution of 20 min·d of sedentary time with moderate-to-vigorous PA was associated with a lower sum of skinfolds (-0.77 mm, 95% CI = -1.46 to -0.084). CONCLUSIONS High light-intensity PA appears to be beneficial for body composition in young South Asian and White British children, but higher-intensity PA is more advantageous.
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Affiliation(s)
- Paul J Collings
- 1Bradford Institute for Health Research, Bradford NHS Foundation Trust, Bradford, UNITED KINGDOM; 2MRC Epidemiology Unit, University of Cambridge, Cambridge, UNITED KINGDOM; 3School of Sport, Exercise and Health Sciences, Loughborough University, Leicestershire, UNITED KINGDOM; and 4UKCRC Centre for Diet and Activity Research (CEDAR), School of Clinical Medicine, University of Cambridge, Cambridge, UNITED KINGDOM
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Bingham DD, Costa S, Hinkley T, Shire KA, Clemes SA, Barber SE. Physical Activity During the Early Years: A Systematic Review of Correlates and Determinants. Am J Prev Med 2016; 51:384-402. [PMID: 27378255 DOI: 10.1016/j.amepre.2016.04.022] [Citation(s) in RCA: 70] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2015] [Revised: 04/11/2016] [Accepted: 04/26/2016] [Indexed: 10/21/2022]
Abstract
CONTEXT Being physically active during the early years (age 0-6 years) is vital for healthy development. Identifying correlates and determinants of physical activity (PA) is crucial to guide effective interventions. This systematic review synthesized studies investigating potential correlates and determinants of PA during the early years, accounting for different types of PA assessment. EVIDENCE ACQUISITION Nine electronic databases were searched from inception year (1900) until September 2014; data were analyzed/interpreted in April 2015. The following inclusion criteria were used: written in English, published in peer-reviewed journals, participants not in statutory/school education, and an observational design investigating associations between an exposure/variable, and a quantitative measure of PA. Correlates/determinants of total, moderate to vigorous, and light PA were reported using an ecologic model. EVIDENCE SYNTHESIS Of 22,045 identified studies, 130 were included. All took place in high-income countries and few (6%) were of high quality. Correlates of total PA were sex (male, ++); parental PA (+); parental support (+); and time outdoors (+). Determinants of total PA were sex (+) and time spent playing with parents (+). The only correlate of moderate to vigorous PA was sex (male, ++). No determinants of moderate to vigorous or light PA were found. PA correlates/determinants were relatively consistent between objective and subjective PA measures. CONCLUSIONS Numerous studies investigated potential correlates and determinants of PA, but overall quality was low. A small number of demographic/biological and social/cultural factors were associated with PA. There is a need for high-quality studies exploring correlates/determinants across all domains of the ecologic model.
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Affiliation(s)
- Daniel D Bingham
- School of Sport, Exercise and Health Sciences, Loughborough University, Leicestershire, United Kingdom; Bradford Institute for Health Research, Bradford, United Kingdom.
| | - Silvia Costa
- Centre for Diet and Activity Research (CEDAR), MRC Epidemiology Unit, University of Cambridge, Cambridge, United Kingdom
| | - Trina Hinkley
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia
| | - Katy A Shire
- Institute of Psychological Sciences, University of Leeds, West Yorkshire, United Kingdom
| | - Stacy A Clemes
- School of Sport, Exercise and Health Sciences, Loughborough University, Leicestershire, United Kingdom
| | - Sally E Barber
- Bradford Institute for Health Research, Bradford, United Kingdom
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