| Literature DB >> 26030064 |
Wim Labree1, Dike van de Mheen2, Frans Rutten1, Gerda Rodenburg3, Gerrit Koopmans1, Marleen Foets1.
Abstract
A cross-sectional survey was performed to examine to what degree differences in overweight and obesity between native Dutch and migrant primary school children could be explained by differences in physical activity, dietary intake, and sleep duration among these children. Subjects (n=1943) were primary school children around the age of 8-9 years old and their primary caregivers: native Dutch children (n=1546), Turkish children (n=93), Moroccan children (n=66), other non-western children (n=105), and other western children (n=133). Multivariate regressions and logistic regressions were used to examine the relationship between migrant status, child's behavior, and BMI or prevalence of overweight, including obesity (logistic). Main explanatory variables were physical activity, dietary intake, and sleep duration. We controlled for age, sex, parental educational level, and parental BMI. Although sleep duration, dietary intake of fruit, and dietary intake of energy-dense snacks were associated with BMI, ethnic differences in sleep duration and dietary intake did not have a large impact on ethnic differences in overweight and obesity among children from migrant and native origin. It is suggested that future preventive strategies to reduce overweight and obesity, in general, consider the role of sleep duration. Also, cross-cultural variation in preparation of food among specific migrant groups, focusing on fat, sugar, and salt, deserves more attention. In order to examine which other variables may clarify ethnic differences in overweight and obesity, future research is needed.Entities:
Mesh:
Year: 2015 PMID: 26030064 PMCID: PMC4452331 DOI: 10.1371/journal.pone.0123672
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Conceptual model.
The influence of physical activity, dietary intake, and sleep duration on overweight and obesity.
Sample characteristics.
| Dutch ( | Turkish ( | Moroccan ( | non-western ( | western ( | |
|---|---|---|---|---|---|
| Age, M (SD) [missing] | 8.2 (0.45) [ | 8.6 (0.67) [ | 8.5 (0.61) [ | 8.4 (0.63) [ | 8.3 (0.52) [ |
| Boys, | 778 (50.3) | 38 (40.9) | 36 (54.5) | 44 (41.9) | 74 (55.6) |
| Girls, | 768 (49.7) | 55 (59.1) | 30 (45.5) | 61 (58.1) | 59 (44.4) |
| Educational level parents, % | |||||
| - Low | 12.5 | 42.4 | 34.5 | 26.4 | 13.9 |
| - Medium | 39.7 | 37.6 | 37.9 | 35.2 | 32.8 |
| - High [missing] | 47.9 [ | 20.0 | 27.6 | 38.5 | 53.3 |
| Mother’s BMI (kg/m2), [missing] | 24.2 (3.9) [194] | 25.5 (4.4) | 25.7 (4.0) | 24.5 (4.0) [39] | 23.5 (3.1) [ |
| Father’s BMI (kg/m2), [missing] | 25.7 (3.1) [194] | 27.3 (3.3) | 26.8 (2.9) | 25.2 (3.2) [39] | 26.1 (3.2) [ |
| Child’s physical activity level per day, minutes M (SD) [missing] | 67.9 (21.0) [ | 38.0 (18.7) | 56.9 (26.8) | 41.1 (18.7) | 62.0 (21.4) |
| Child’s fruit intake per day, pieces M (SD) [missing] | 1.1 (0.6) [ | 1.3 (1.0) | 1.4 (0.9) | 1.2 (0.7) | 1.3 (0.7) |
| Child’s vegetables intake per day, grams M (SD) [missing] | 67.6 (34.8) [ | 75.9 (71.7) | 84.9 (57.3) | 72.7 (47.2) | 72.4 (42.8) |
| Child’s sweet beverage intake per day, glasses M (SD) [missing] | 1.4 (0.8) [ | 1.0 (0.6) | 1.5 (1.1) | 1.2 (0.9) | 1.3 (0.8) |
| Child’s snack intake per day, pieces M (SD) [missing] | 2.1 (1.1) [ | 1.6 (1.2) | 1.5 (0.9) | 1.6 (1.2) | 1.9 (1.4) |
| Child’s sleep duration per night, minutes M (SD) [missing] | 670.1 (27.7) [42] | 645.5 (35.4) | 645.3 (34.9) | 654.8 (33.2) | 657.5 (32.5) |
| Child’s BMI (kg/m2), M (SD) | 16.4 (2.1) | 19.0 (3.5) | 17.5 (2.6) | 17.6 (2.9) | 17.0 (2.7) |
| overweight, including obesity, % | 13.3 | 40.2 | 24.2 | 31.1 | 22.0 |
| underweight, % | 6.5 | 4.4 | 1.6 | 7.1 | 8.2 |
* p<0.05
Bivariate correlations.
| Physical activity level | Dietary intake (fruit) | Dietary intake (vegetables) | Dietary intake (sweet beverages) | Dietary intake (energy-dense snacks) | Sleep duration | |
|---|---|---|---|---|---|---|
| Physical activity level | 1 | |||||
| Dietary intake (fruit) | .042 ( | 1 | ||||
| Dietary intake (vegetables) | .035 ( | .268 | 1 | |||
| Dietary intake (sweet beverages) | -.009 ( | -.083 | -0.38 ( | 1 | ||
| Dietary intake (energy-dense snacks) | -.040 ( | -.007 ( | -.103 | .172 | 1 | |
| Sleep duration | .001 ( | .017 ( | .009 ( | -.005 ( | -.023 ( | 1 |
| BMI child | -.047 ( | -.049 | -.040 ( | .019 ( | .094 | -.158 |
| overweight, including obesity | -.042 ( | -.046 | -.006 ( | .038 ( | .072 | -.091 |
* p<0.05; (n = 1823)
Predictors of BMI child: results of multivariate regression analyses.
| Variables | Model 1 | Model 2 | Model 3 | Model 4 | ||||
|---|---|---|---|---|---|---|---|---|
| β | t | β | t | β | t | β | t | |
| Age | 0.08 | 3.12 | 0.07 | 2.75 | 0.08 | 2.81 | 0.07 | 2.77 |
| Sex girl | 0.06 | 2.20 | 0.06 | 2.45 | 0.07 | 2.53 | 0.07 | 2.65 |
| Background | ||||||||
| - Turkish | 0.24 | 9.01 | 0.24 | 9.05 | 0.23 | 8.60 | 0.23 | 8.65 |
| - Moroccan | 0.09 | 3.14 | 0.08 | 2.96 | 0.07 | 2.44 | 0.07 | 2.50 |
| - non-western | 0.05 | 2.03 | 0.04 | 1.53 | 0.03 | 1.21 | 0.03 | 1.23 |
| - western | 0.00 | 0.01 | 0.01 | 0.45 | 0.01 | 0.51 | 0.01 | 0.52 |
| Educational level | ||||||||
| - middle | -0.03 | -0.72 | -0.02 | -0.43 | -0.02 | -0.46 | -0.02 | -0.48 |
| - high | -0.00 | -0.10 | -0.01 | -0.12 | -0.01 | -0.29 | -0.02 | -0.33 |
| BMI mother | 0.17 | 6.11 | 0.16 | 6.09 | 0.17 | 6.16 | 0.17 | 6.21 |
| BMI father | 0.18 | 6.78 | 0.18 | 6.74 | 0.18 | 6.67 | 0.18 | 6.66 |
| Sleep duration | -0.12 | -4.46 | -0.12 | -4.66 | -0.12 | -4.71 | ||
| Dietary intake (fruit) | -0.04 | -1.28 | -0.03 | -1.23 | ||||
| Dietary intake (vegetables) | -0.04 | -1.47 | -0.04 | -1.50 | ||||
| Dietary intake (sweet beverages) | 0.01 | 0.40 | 0.01 | 0.38 | ||||
| Dietary intake (snacks) | 0.05 | 1.96 | 0.06 | 2.04 | ||||
| Physical activity level | -0.03 | -1.20 | ||||||
| adjusted R2 | 0.17 | 0.19 | 0.20 | 0.20 | ||||
| R2 change | 0.17 | 0.02 | 0.01 | 0.00 | ||||
* p<0.05
Predictors of overweight and obesity: results of logistic regression analyses.
| Variables | Model 1 | Model 2 | Model 3 | Model 4 | ||||
|---|---|---|---|---|---|---|---|---|
| B | OR (95% CI) | B | OR (95% CI) | B | OR (95% CI) | B | OR (95% CI) | |
| Intercept | -8.47 | 0.00 | -4.66 | 0.01 | -4.08 | 0.02 | -4.09 | 0.02 |
| Age | 0.57 | 1.59 | 0.37 | 1.38 | 0.35 | 1.36 | 0.34 | 1.34 |
| Sex girl | 0.61 | 1.83 | 0.62 | 1.86 | 0.62 | 1.86 | 0.63 | 1.87 |
| Background | ||||||||
| - Turkish | 1.62 | 5.07 | 1.61 | 4.99 | 1.40 | 4.05 | 1.41 | 4.09 |
| - Moroccan | 0.89 | 2.42 | 0.87 | 2.32 | 0.86 | 2.29 | 0.84 | 2.23 |
| - non-western | 0.94 | 2.56 | 0.82 | 2.18 (0.88–5.92) | 0.66 | 1.93 (0.73–5.08) | 0.66 | 1.94 (0.73–5.13) |
| - western | 0.23 | 1.26 (0.51–3.10) | 0.13 | 1.14 (0.46–2.84) | 0.05 | 1.05 (0.42–2.66) | 0.06 | 1.06 (0.42–2.68) |
| Educational level | ||||||||
| - middle | -0.29 | 0.75 (0.43–1.31) | -0.24 | 0.79 (0.45–1.38) | -0.22 | 0.80 (0.45–1.41) | -0.23 | 0.80 (0.45–1.41) |
| - high | -0.22 | 0.80 (0.46–1.38) | -0.19 | 0.83 (0.48–1.43) | -0.28 | 0.76 (0.43–1.33) | -0.28 | 0.76 (0.43–1.32) |
| BMI mother | 0.08 | 1.08 | 0.08 | 1.08 | 0.08 | 1.08 | 0.08 | 1.08 |
| BMI father | 0.15 | 1.16 | 0.15 | 1.16 | 0.14 | 1.15 | 0.14 | 1.15 |
| Sleep duration | -0.01 | 0.99 | -0.01 | 0.99 | -0.01 | 0.99 | ||
| Dietary intake (fruit) | -0.02 | 0.98 (0.97–1.06) | -0.02 | 0.98 (0.97–1.06) | ||||
| Dietary intake (vegetables) | -0.00 | 1.00 (0.99–1.01) | -0.00 | 1.00 (0.99–1.01) | ||||
| Dietary intake (sweet beverages) | 0.02 | 1.02 (0.96–1.06) | 0.02 | 1.02 (0.96–1.06) | ||||
| Dietary intake (snacks) | 0.02 | 1.02 (0.95–1.04) | 0.02 | 1.03 (0.95–1.14) | ||||
| Physical activity level | -0.00 | 0.99 (0.99–1.00) | ||||||
| Nagelkerke R2 | 0.14 | 0.16 | 0.16 | 0.16 | ||||
| R2 change | 0.14 | 0.02 | 0.00 | 0.00 | ||||
* p<0.05