| Literature DB >> 25114800 |
Li-Ju Lin1, Hsing-Yi Chang2, Dih-Ling Luh3, Baai-Shyun Hurng4, Lee-Lan Yen5.
Abstract
This study explored developmental trajectory patterns of BMI and associated factors. Participants included 1,609 students who were followed from age 7 to 12 years. Data collection involved annual self-administered questionnaires and records of height and weight. An ecological model was used to identify the factors associated with BMI trajectories. Group-based trajectory models and multinomial logit models were used in the statistical analysis. There were gender differences in BMI trajectories. Among boys, four BMI trajectories were normal or slightly underweight, persistently normal weight, overweight becoming obese, and persistently obese. Among girls, four BMI trajectories were persistently slightly underweight, persistently normal weight, persistently overweight, and persistently obese. The mean BMI in each trajectory group demonstrated an upward trend over time. In boys, BMI trajectories were significantly associated with after-school exercise, academic performance, family interactions, overweight parents, and father's education level. In girls, BMI trajectories were significantly associated with television viewing or computer use, family interactions, peer interactions, and overweight parents. Children under age 7 years who are already overweight or obese are an important target for interventions. The different factors associated with BMI trajectories can be used for targeting high risk groups.Entities:
Mesh:
Year: 2014 PMID: 25114800 PMCID: PMC4119650 DOI: 10.1155/2014/728762
Source DB: PubMed Journal: J Obes ISSN: 2090-0708
Distribution of demographic characteristics in the study sample.
| Characteristic | Boys ( | Girls ( | Total ( |
|---|---|---|---|
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| Parent's overweight | |||
| Neither | 232 (28.64) | 239 (29.91) | 471 (29.27) |
| Father | 350 (43.21) | 353 (44.18) | 703 (43.69) |
| Mother | 75 (9.26) | 64 (8.01) | 139 (8.64) |
| Both | 153 (18.89) | 143 (17.90) | 296 (18.40) |
| Household monthly income | |||
| Low | 123 (15.19) | 120 (15.02) | 243 (15.10) |
| Medium | 286 (35.31) | 301 (37.67) | 587 (36.48) |
| High | 401 (49.51) | 378 (47.31) | 799 (48.42) |
| Father's education level | |||
| Junior high school and below | 63 (7.78) | 60 (7.51) | 123 (7.64) |
| Senior high school | 256 (31.60) | 267 (33.42) | 532 (32.50) |
| College and above | 491 (60.62) | 472 (59.07) | 963 (59.85) |
| Mother's education level | |||
| Junior high school and below | 60 (7.41) | 63 (7.88) | 123 (7.64) |
| Senior high school | 362 (44.69) | 353 (44.18) | 715 (44.44) |
| College and above | 388 (47.90) | 383 (47.93) | 771 (47.91) |
Mean BMI by BMI trajectory group and age in boys.
| Trajectory group | Group 1 | Group 2 | Group 3 | Group 4 | ||||
|---|---|---|---|---|---|---|---|---|
| (normal or slightly underweight) | (persistently normal weight) | (overweight becoming obese) | (persistently obese) | |||||
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| Age (years) | Mean | (95% CI) | Mean | (95% CI) | Mean | (95% CI) | Mean | (95% CI) |
| 7.0 | 15.08 | (14.89–15.19) | 16.71 | (16.51–16.89) | 18.83 | (18.51–19.01) | 23.47 | (22.93–23.66) |
| 8.0 | 15.28 | (15.22–15.43) | 17.38 | (17.20–17.53) | 20.38 | (20.22–20.60) | 25.11 | (24.71–25.20) |
| 9.0 | 15.59 | (15.54–15.77) | 18.21 | (18.09–18.44) | 21.64 | (21.61–22.02) | 26.10 | (26.08–26.59) |
| 10.0 | 16.12 | (15.93–16.17) | 19.28 | (19.05–19.42) | 23.06 | (22.79–23.20) | 27.35 | (27.23–27.76) |
| 11.0 | 16.48 | (16.36–16.61) | 20.14 | (19.90–20.30) | 24.08 | (23.73–24.13) | 28.51 | (28.12–28.65) |
| 12.0 | 16.97 | (16.80–17.15) | 20.66 | (20.46–20.94) | 24.53 | (24.37–24.89) | 28.91 | (28.62–29.40) |
Figure 1BMI developmental trajectory groups in boys and girls from ages 7 to 12 years (upper graph is boys and the lower graph is girls).
Mean BMI by BMI trajectory group and age in girls.
| Trajectory group | Group 1 | Group 2 | Group 3 | Group 4 | ||||
|---|---|---|---|---|---|---|---|---|
| (persistently slightly underweight) | (persistently normal weight) | (persistently overweight) | (persistently obese) | |||||
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| Age (years) | Mean | (95% CI) | Mean | (95% CI) | Mean | (95% CI) | Mean | (95% CI) |
| 7.0 | 14.41 | (14.26–14.57) | 16.01 | (15.83–16.13) | 18.01 | (17.94–18.28) | 21.68 | (21.36–22.08) |
| 8.0 | 14.57 | (14.41–14.63) | 16.46 | (16.34–16.58) | 18.99 | (18.85–19.14) | 22.99 | (22.73–23.25) |
| 9.0 | 14.75 | (14.64–14.88) | 16.95 | (16.86–17.13) | 19.93 | (19.75–20.01) | 24.46 | (24.24–24.71) |
| 10.0 | 15.13 | (15.00–15.24) | 17.64 | (17.46–17.75) | 20.95 | (20.63–20.90) | 25.76 | (25.68–26.16) |
| 11.0 | 15.54 | (15.49–15.74) | 18.23 | (18.13–18.42) | 21.70 | (21.49–21.81) | 27.18 | (26.86–27.38) |
| 12.0 | 16.26 | (16.07–16.41) | 19.03 | (18.82–19.18) | 22.37 | (22.34–22.73) | 28.00 | (27.48–28.21) |
Factors associated with BMI development trajectory groups in boys and girls.
| Boys1 | Girls2 | ||||
|---|---|---|---|---|---|
| Variable | Overweight becoming obese | Persistently obese | Variable | Persistently overweight | Persistently obese |
| OR | OR | OR | OR | ||
| After school exercise | Television viewing or computer use | ||||
| Low becoming high/persistently high | 1.08 | 2.47 | Persistently medium/persistently low level | 1.41 | 1.96 |
| Persistently low/persistently high | 1.14 | 3.76∗∗ | Persistently high level/persistently low level | 2.26∗ | 4.03∗ |
| Self-perceived academic performance | Family interactions | ||||
| Low satisfaction/high satisfaction | 1.36 | 2.30∗ | Persistently medium level/persistently low level | 1.72∗ | 1.21 |
| Persistently high level/persistently low level | 1.39 | 1.06 | |||
| Family interactions | Peer interactions | ||||
| Low becoming medium/persistently low | 1.41 | 2.14 | Medium becoming high/persistently high | 1.02 | 1.49 |
| Medium becoming low/persistently low | 1.52 | 0.66 | High becoming low/persistently high | 1.23 | 2.22∗ |
| Persistently high/persistently low | 2.32∗ | 2.02 | |||
| Parent's overweight | Parent's overweight | ||||
| Father overweight/neither parent overweight | 1.71 | 4.23∗ | Father overweight/neither parent overweight | 1.75∗ | 1.42 |
| Mother overweight/neither parent overweight | 2.56 | 4.68∗ | Mother overweight/neither parent overweight | 1.55 | 1.11 |
| Both parents overweight/neither parent overweight | 1.53 | 8.22∗∗ | Both parents overweight/neither parent overweight | 2.31∗∗ | 6.84∗∗∗ |
| Father's education level | |||||
| Senior high school/junior high school and below | 0.68 | 0.70 | |||
| College and above/junior high school and below | 0.44∗ | 0.50 | |||
1The OR in boys has been adjusted for after-school exercise, self-perceived academic performance, family interactions, peer interactions, parent's overweight, and father's education level. Reference group: persistently normal weight.
2The OR in girls has been adjusted for television viewing or computer use, family interactions, peer interactions, and parent's overweight. Reference group: persistently normal weight.
*P < 0.05; **P < 0.01; ***P < 0.001.