| Literature DB >> 25141134 |
Oliver Hirsch1, Viktoria J Kluckner2, Stephanie Brandt3, Anja Moss3, Melanie Weck4, Ines Florath4, Martin Wabitsch3, Johannes Hebebrand5, Benno G Schimmelmann2, Hanna Christiansen1.
Abstract
Childhood obesity is one of the greatest public health challenges in Western countries. Abnormal eating behavior is thought to be a developmental trajectory to obesity. The Eating Pattern Inventory for Children (EPI-C) has not been used for children as young as eight years, and possible associations with body weight have not yet been established. Five hundred and twenty-one children of the Ulm Birth Cohort Study (UBCS; age eight) filled out the EPI-C and BMI was assessed. Adequacy of the scales was tested with confirmatory factor analysis and a MANOVA and cluster analysis established associations between eating patterns and BMI. The factor structure of the EPI-C was confirmed (GFI = .968) and abnormal eating behavior was associated with overweight (χ(2)(8) =79.29, p<.001). The EPI-C is a valid assessment tool in this young age group. Overweight children consciously restrain their eating.Entities:
Mesh:
Year: 2014 PMID: 25141134 PMCID: PMC4139345 DOI: 10.1371/journal.pone.0105303
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Age groups, and means of body weight, height, BMI, and BMI percentiles with standard deviations in parenthesis of participating children.
| Total sample | Boys | Girls | |
| N = 521 | n = 255 (48.9%) | n = 266 (51.1%) | |
| Age (years) | 8.26 (0.17) | 8.25 (0.16) | 8.27 (0.19) |
| 7 | 3 (0.6%) | 2 (66.7%) | 1 (33.3%) |
| 8 | 513 (98.5%) | 251 (48.9%) | 262 (51.1%) |
| 9 | 5 (1.0%) | 2 (40.0%) | 3 (60.0%) |
| Body weight (kg) | 27.91 (4.94) | 28.41 (5.21) | 27.42 (4.62) |
| Body height (meters) | 1.31 (0.05) | 1.32 (0.05) | 1.31 (0.05) |
| BMI | 16.08 (2.04) | 16.23 (2.16) | 15.95 (1.92) |
| Under Weight | 92 (17.7%) | 48 (52.2%) | 44 (47.8%) |
| Normal Weight | 330 (63.3%) | 151 (45.8%) | 179 (54.2%) |
| Over Weight | 99 (19%) | 56 (56.6%) | 43 (43.4%) |
Standardized CFA factor loadings of the EPI-C items on their hypothesized factors.
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| Item | 1 | 2 | 3 | 4 | |
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| 13 | It is always on my mind that I weigh too much. | 0.69 | |||
| 4 | When I finished eating I worry about getting too fat. | 0.66 | |||
| 6 | While eating, I am always afraid of putting on weight. | 0.69 | |||
| 10 | I am very afraid of putting on weight. | 0.65 | |||
| 2 | I have already tried a couple of times to eat less. | 0.61 | |||
| 18 | I try to eat as little as possible so I don’t put on any more weight. | 0.76 | |||
| 14 | To keep my weight, I often eat less than I would actually like to. | 0.61 | |||
| 19 | I should try harder to lose weight. | 0.74 | |||
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| 1 | When I see someone eat, I also get hungry. | 0.54 | |||
| 20 | I am often that hungry that I immediately have to eat something. | 0.48 | |||
| 11 | I often think about food during the day. | 0.68 | |||
| 17 | When I see food, I get hungry right away, even if it is not mealtime yet. | 0.65 | |||
| 8 | When I am together with someone who eats a lot, I eat a lot, too. | 0.53 | |||
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| 16 | At home, I must eat whatever is put on the table. | 0.98 | |||
| 3 | My parents always want me to eat up everything that is on my plate. | 0.45 | |||
| 9 | At home, I am allowed to leave food I don’t like on my plate. | 0.29 | |||
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| 5 | Eating helps me when I am disappointed. | 0.64 | |||
| 15 | When I am lonely, I comfort myself with food. | 0.66 | |||
| 7 | When I am afraid or worried I eat something. | 0.82 | |||
| 12 | I eat when I am unhappy. | 0.70 | |||
Reverse scored.
Factor intercorrelations.
| Factor | Correlation | ||
| Dietary restraint | <–> | External eating | 0.16 |
| Dietary restraint | <–> | Parental pressure to eat | 0.13 |
| Dietary restraint | <–> | Emotional eating | 0.25 |
| External eating | <–> | Parental pressure to eat | 0.24 |
| External eating | <–> | Emotional eating | 0.56 |
| Emotional eating | <–> | Parental pressure to eat | 0.14 |
Mean subscale scores of the Eating Pattern Inventory for Children (EPI-C).
| Classified by BMI percentiles | ||||||||||
| Subscales | Total | UW | NW | OW |
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| M | SD | M | SD | M | SD | M | SD |
| η2 | |
| Dietary restraint | 1.59 | 0.67 | 1.37 | 0.46 | 1.48 | 0.57 | 2.17 | 0.79 | <0.001 | 0.18 |
| External eating | 2.14 | 0.69 | 2.15 | 0.65 | 2.14 | 0.70 | 2.13 | 0.70 | 0.98 | 0.00 |
| Parental pressure to eat | 2.57 | 0.85 | 2.59 | 0.84 | 2.63 | 0.83 | 2.39 | 0.92 | 0.051 | 0.01 |
| Emotional eating | 1.45 | 0.62 | 1.44 | 0.57 | 1.45 | 0.60 | 1.44 | 0.71 | 0.97 | 0.00 |
Note. M and SD scores are based on the mean item response coded 1 not at all, 2 little, 3 mostly, 4 totally.
Results of one-way analyses of variance using weight categories as independent variable; effect sizes were evaluated by means of partial η2.
UW = underweight, NW = normal weight, OW = overweight.
Eating Pattern Inventory for Children (EPI-C) subscale scores by gender.
| Subscales | Total (N = 521) | Boys (n = 255) | Girls (n = 266) | ANOVA | ||||
| M | SD | M | SD | M | SD | p | η2 | |
| Dietary restraint | 1.59 | 0.67 | 1.58 | 0.67 | 1.60 | 0.66 | .67 | .00 |
| External eating | 2.14 | 0.69 | 2.12 | 0.68 | 2.16 | 0.70 | .58 | .00 |
| Parental pressure to eat | 2.58 | 0.85 | 2.70 | 0.88 | 2.46 | 0.81 | .001 | .02 |
| Emotional eating | 1.45 | 0.62 | 1.44 | 0.64 | 1.45 | 0.60 | .77 | .00 |
Note. M and SD scores are based on the mean item response coded 1 not at all, 2 little, 3 mostly, 4 totally.
Results of one-way analyses of variance using weight categories as independent variable; effect sizes were evaluated by means of partial η2.
Distribution of weight status for each eating behavior subgroup.
| N | Weight status | BMI-SDs | ||||||
| UW(n = 92) | NW(n = 330) | OW(n = 99) | Mean | SD | M (Huber) | |||
| 1. Normal eaters | 112 (21.5%) | 14.3% | 77.7% | 8.0% | −0.33 | 0.74 | −0.33 | |
| 2. External eaters | 72 (13.8%) | 26.4% | 65.3% | 8.3% | −0.52 | 0.90 | −0.50 | |
| 3. Restrained eaters | 57 (10.9%) | 3.5% | 38.6% | 57.9% | 0.79 | 1.08 | 0.86 | |
| 4. Emotional/externaleaters | 65 (12.5%) | 18.5% | 56.9% | 24.6% | −0.09 | 0.98 | −0.20 | |
| 5. Indifferent eaters | 215 (41.3%) | 20.0% | 63.7% | 16.3% | −0.25 | 0.87 | −0.28 | |
According to WHO classification (de Onis et al., 2007).
Hubeŕs M estimator.
UW = underweight, NW = normal weight, OW = overweight.
Means and (standard deviations) of EPI-scales for the identified clusters and weight groups underweight (UW), normal weight (NW), overweight (OW).
| IE | NE | EE | RE | EEE | ||
| UW (n = 92) | EPI-DR | 1.19 (.05) | 1,25 (,08) | 1.34 (.07) | 2.92 (.23) | 1.89 (.09) |
| EPI-EE | 1.88 (.07) | 1.63 (.11) | 2.85 (.11) | 2.70 (.33) | 2.55 (.13) | |
| EP-PP | 1.99 (.09) | 3.41 (.15) | 3.10 (.14) | 2.83 (.43) | 2.80 (.17) | |
| EPI-EmE | 1.27 (.05) | 1.20 (.08) | 1.31 (.08) | 1.00 (.25) | 2.60 (.10) | |
| NW (n = 330) | EPI-DR | 1.29 (.03) | 1.30 (.04) | 1.35 (.05) | 2.76 (.08) | 1.97 (.06) |
| EPI-EE | 1.98 (.04) | 1.69 (.05) | 2.91 (.07) | 1.97 (.11) | 2.89 (.08) | |
| EP-PP | 1.96 (.05) | 3.26 (.06) | 3.19 (.08) | 2.42 (.12) | 2.96 (.09) | |
| EPI-EmE | 1.32 (.03) | 1.63 (.19) | 1.42 (.23) | 2.85 (.10) | 2.38 (.14) | |
| OV (n = 99) | EPI-DR | 1.69 (.09) | 1.63 (.19) | 1.42 (.23) | 2.85 (.10) | 2.38 (.14) |
| EPI-EE | 1.78 (.08) | 1.77 (.17) | 2.76 (.21) | 2.02 (.09) | 3.06 (.13) | |
| EP-PP | 1.63 (.11) | 3.63 (.22) | 3.22 (.26) | 2.45 (.11) | 2.89 (.16) | |
| EPI-EmE | 1.25 (.06) | 1.16 (.12) | 1.12 (.15) | 1.11 (.06) | 2.78 (.09) | |
Clusters: IE = Indifferent Eaters; NE = Normal Eaters; EE = External Eaters; RE = Restraint Eaters; EEE = Emotional and External Eaters.
EPI-Scales: DR = Dietary Restraint; EE = External Eating; PP = Parental Pressure; EmE = Emotional Eating.