| Literature DB >> 24844784 |
N Pearson1, R E Braithwaite, S J H Biddle, E M F van Sluijs, A J Atkin.
Abstract
Physical activity and sedentary behaviour are associated with metabolic and mental health during childhood and adolescence. Understanding the inter-relationships between these behaviours will help to inform intervention design. This systematic review and meta-analysis synthesized evidence from observational studies describing the association between sedentary behaviour and physical activity in young people (<18 years). English-language publications up to August 2013 were located through electronic and manual searches. Included studies presented statistical associations between at least one measure of sedentary behaviour and one measure of physical activity. One hundred sixty-three papers were included in the meta-analysis, from which data on 254 independent samples was extracted. In the summary meta-analytic model (k = 230), a small, but significant, negative association between sedentary behaviour and physical activity was observed (r = -0.108, 95% confidence interval [CI] = -0.128, -0.087). In moderator analyses, studies that recruited smaller samples (n < 100, r = -0.193, 95% CI = -0.276, -0.109) employed objective methods of measurement (objectively measured physical activity; r = -0.233, 95% CI = -0.330, -0.137) or were assessed to be of higher methodological quality (r = -0.176, 95% CI = -0.215, -0.138) reported stronger associations, although effect sizes remained small. The association between sedentary behaviour and physical activity in young people is negative, but small, suggesting that these behaviours do not directly displace one another.Entities:
Keywords: Children; physical activity; sedentary behaviour
Mesh:
Year: 2014 PMID: 24844784 PMCID: PMC4282352 DOI: 10.1111/obr.12188
Source DB: PubMed Journal: Obes Rev ISSN: 1467-7881 Impact factor: 9.213
Figure 1Flow of information through different phases of the meta-analyses.
Associations of overall and sub-domains of sedentary behaviour with all physical activity outcomes (subsample is the unit of analysis)
| Effect size statistics | Heterogeneity statistics | Publication bias | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SE | 95% CI | τ2 | Fail safe | |||||||
| Total | 230 | −0.108 | 0.011 | 0.000 | −0.128, −0.087 | −10.23 | 13,072.80 | 0.022 | 98.25 | 18,025 |
| Computer | 37 | −0.018 | 0.010 | 0.000 | −0.038, 0.001 | −1.84 | 826.17 | 0.003 | 95.64 | 78 |
| Homework | 5 | 0.014 | 0.015 | 0.000 | −0.043, 0.095 | −0.93 | 2.59 | 0.000 | 0.00 | 0 |
| Internet | 3 | −0.051 | 0.023 | 0.001 | −0.097, −0.006 | −2.20 | 0.745 | 0.000 | 0.000 | 0 |
| Reading | 4 | −0.009 | 0.015 | 0.000 | −0.039, 0.021 | −0.59 | 5.69 | 0.000 | 47.32 | 0 |
| Screen time | 85 | −0.080 | 0.010 | 0.000 | −0.101, −0.060 | −7.68 | 2,395.14 | 0.006 | 96.49 | 9,071 |
| Television | 101 | −0.064 | 0.010 | 0.000 | −0.084, −0.045 | −6.53 | 3,059.04 | 0.007 | 96.73 | 6,004 |
| Video games | 26 | −0.002 | 0.021 | 0.000 | −0.043, 0.040 | −0.07 | 2,250.12 | 0.009 | 98.89 | 1,009 |
| Composite sedentary behaviour | 48 | −0.265 | 0.051 | 0.003 | −0.364, −0.165 | −5.22 | 6,936.57 | 0.119 | 99.32 | 2,904 |
*P < 0.05; ***P < 0.001.
†Fisher's Z was used to calculate effect size statistics; k, number of effect sizes; r, effect size; SE, standard error; s2, variance; 95% confidence interval; Z, test of null hypothesis; Q, total Q-value used to determine heterogeneity; τ2, between study variance in random effects model; I2, the percentage of total variation across studies that is due to heterogeneity rather than chance. Fail safe N: the potential for publication bias to have influenced the results of a meta-analysis. Fail safe N is the number of additional studies (studies in which the effect was zero) that would be needed to increase the P value for the meta-analysis to above 0.05.
Sample characteristics subgroup analysis for the association between sedentary behaviour (all variables) and physical activity (all variables) (subsample is the unit of analysis)
| Sample characteristics | Effect size statistics | Heterogeneity statistics | |||||||
|---|---|---|---|---|---|---|---|---|---|
| SE | 95% CI | τ2 | |||||||
| Age group | 6.53B | ||||||||
| Children 0–5 | 19 | −0.053 | 0.026 | 0.001 | −0.104, −0.001 | −1.99 | 72.99 | 0.008 | 75.34 |
| Children 5–11 | 81 | −0.138 | 0.027 | 0.001 | −0.190, −0.086 | −5.19 | 3,737.31 | 0.050 | 97.86 |
| Adolescents 12–18 | 14 | −0.066 | 0.031 | 0.001 | −0.127, −0.005 | −2.12 | 137.57 | 0.011 | 90.55 |
| Adolescents 12–15 | 92 | −0.089 | 0.009 | 0.000 | −0.108, −0.072 | −9.73 | 2,465.36 | 0.006 | 96.31 |
| Adolescents 16–18 | 7 | −0.032 | 0.015 | 0.000 | −0.062, −0.002 | −2.09 | 15.84 | 0.001 | 62.12 |
| Children and adolescents | 17 | −0.121 | 0.080 | 0.006 | −0.277, −0.036 | −1.51 | 36.38 | 0.105 | 99.56 |
| Gender | 3.65B | ||||||||
| Boy only | 51 | −0.120 | 0.018 | 0.000 | −0.155, −0.085 | −6.66 | 1,346.87 | 0.012 | 96.29 |
| Girls only | 61 | −0.088 | 0.011 | 0.000 | −0.110, −0.066 | −7.82 | 623.09 | 0.005 | 90.37 |
| Boys and girls | 118 | −0.108 | 0.023 | 0.001 | −0.153, −0.063 | −4.74 | 10,233.59 | 0.058 | 98.85 |
| Sample size | 13.09B | ||||||||
| <100 | 28 | −0.193 | 0.043 | 0.002 | −0.276, −0.109 | −4.52 | 66.51 | 0.028 | 59.41 |
| 101–500 | 63 | −0.148 | 0.035 | 0.001 | −0.217, −0.079 | −4.22 | 1,386.89 | 0.073 | 95.53 |
| 501–1,000 | 23 | −0.065 | 0.019 | 0.000 | −0.102, −0.027 | −3.39 | 136.80 | 0.070 | 83.92 |
| >1,000 | 116 | −0.085 | 0.014 | 0.000 | −0.113, −0.058 | −6.20 | 11,385.38 | 0.020 | 98.99 |
| Country | 2.89B | ||||||||
| Australia/New Zealand | 30 | −0.114 | 0.028 | 0.001 | −0.168, −0.060 | −4.12 | 522.12 | 0.019 | 94.45 |
| Europe | 70 | −0.130 | 0.023 | 0.001 | −0.174, −0.085 | −5.74 | 4,162.47 | 0.033 | 98.34 |
| USA | 97 | −0.100 | 0.015 | 0.000 | −0.129, −0.071 | −6.79 | 1,523.98 | 0.016 | 93.70 |
| Multiple | 4 | −0.136 | 0.083 | 0.007 | −0.298, 0.027 | −1.64 | 6,374.26 | 0.027 | 99.95 |
| Other | 29 | −0.059 | 0.015 | 0.000 | −0.094, −0.024 | −3.27 | 264.18 | 0.007 | 89.40 |
***P < 0.001; **P < 0.01; *P < 0.05.
†Fisher's Z was used to calculate effect size statistics; k, number of effect sizes; r, effect size; SE, standard error; s2, variance; 95% CI, 95% confidence interval; Z, test of null hypothesis; τ2, between study variance in random effects model; I2, total variance unexplained by moderator; B, between Q-value used to determine significance between subgroups.
Study characteristics subgroup analysis for the association between sedentary behaviour (all variables) and physical activity (all variables) (subsample is the unit of analysis)
| Study characteristics | Effect size statistics | Heterogeneity statistics | |||||||
|---|---|---|---|---|---|---|---|---|---|
| SE | 95% CI | τ2 | |||||||
| Study type | 1.59B | ||||||||
| Cross sectional | 209 | −0.113 | 0.111 | 0.000 | −0.136, −0.091 | −10.04 | 12,802.08 | 0.023 | 98.36 |
| Prospective | 21 | −0.049 | 0.018 | 0.000 | −0.084, −0.013 | 2.66 | 160.19 | 0.005 | 87.52 |
| PA assessment | 60.16B | ||||||||
| Subjective | 176 | −0.067 | 0.006 | 0.000 | −0.081, −0.057 | −11.54 | 2,549.65 | 0.004 | 93.16 |
| Objective | 54 | −0.233 | 0.049 | 0.002 | −0.330, −0.137 | −4.73 | 5,168.62 | 0.121 | 98.98 |
| SB assessment | 178.68B | ||||||||
| Subjective | 209 | −0.071 | 0.006 | 0.000 | −0.082, −0.060 | 12.35 | 2,749.53 | 0.005 | 92.44 |
| Objective | 21 | −0.449 | 0.066 | 0.004 | −0.578, −0.320 | −6.81 | 1,470.73 | 0.085 | 98.64 |
| Timing of PA measure | 5.52B | ||||||||
| After-school | 7 | −0.061 | 0.059 | 0.003 | −0.177, 0.055 | −1.03 | 77.99 | 0.019 | 92.31 |
| Leisure time | 37 | −0.036 | 0.008 | 0.000 | −0.053, −0.019 | −4.25 | 486.29 | 0.001 | 92.60 |
| Whole days | 163 | −0.129 | 0.019 | 0.000 | −0.166, −0.092 | −6.91 | 11,303.29 | 0.052 | 98.57 |
| Weekdays | 6 | −0.083 | 0.025 | 0.001 | −0.131, −0.035 | −3.38 | 7.34 | 0.001 | 31.86 |
| Weekends | 6 | −0.064 | 0.028 | 0.001 | −0.118, −0.010 | −2.31 | 5.00 | 0.000 | 0.09 |
| Not specified | 11 | −0.101 | −0.057 | 0.003 | −0.214, 0.012 | −1.76 | 202.36 | 0.033 | 95.06 |
| Timing of SB measure | 7.76B | ||||||||
| After-school | 9 | −0.094 | 0.023 | 0.001 | −0.138, −0.049 | −4.15 | 36.80 | 0.003 | 78.26 |
| Leisure time | 23 | −0.045 | 0.010 | 0.000 | −0.065, −0.025 | −4.42 | 373.73 | 0.001 | 94.11 |
| Whole days | 163 | −0.120 | 0.019 | 0.000 | −0.158, −0.083 | −6.32 | 11,582.38 | 0.054 | 98.60 |
| Weekday/weekend | 2 | −0.062 | 0.055 | 0.003 | −0.169, 0.046 | −1.13 | 28.07 | 0.006 | 96.42 |
| Weekdays | 18 | −0.072 | 0.013 | 0.000 | −0.098, −0.046 | −5.39 | 44.82 | 0.001 | 62.07 |
| Weekends | 10 | −0.087 | 0.068 | 0.005 | −0.220, 0.045 | −1.29 | 125.81 | 0.035 | 92.85 |
| Not specified | 5 | −0.141 | 0.110 | 0.012 | −0.356, 0.073 | −1.29 | 201.07 | 0.058 | 98.01 |
| Study quality | 17.61B | ||||||||
| Low | 147 | −0.064 | 0.008 | 0.000 | −0.079, −0.048 | −7.89 | 1,265.99 | 0.007 | 88.47 |
| High | 83 | −0.176 | 0.020 | 0.000 | −0.215, −0.138 | −8.88 | 11,550.32 | 0.029 | 99.29 |
***P < 0.001; **P < 0.01; *P < 0.05.
†Fisher's Z was used to calculate effect size statistics; k, number of effect sizes; r, effect size; SE, standard error; s2, variance; 95% CI, 95% confidence interval; Z, test of null hypothesis; τ2, between study variance in random effects model; I2, total variance unexplained by moderator; B, Q-value used to determine significance between subgroups.
PA, physical activity; SB, sedentary behaviour.