| Literature DB >> 25168589 |
Taru Manyanga, Hesham El-Sayed, David Teye Doku, Jason R Randall1.
Abstract
BACKGROUND: The burden caused by the coexistence of obesity and underweight in Low and Middle Income Countries is a challenge to public health. While prevalence of underweight among youth has been well documented in these countries, overweight, obesity and their associated risk factors are not well understood unlike in high income countries.Entities:
Mesh:
Year: 2014 PMID: 25168589 PMCID: PMC4158085 DOI: 10.1186/1471-2458-14-887
Source DB: PubMed Journal: BMC Public Health ISSN: 1471-2458 Impact factor: 3.295
Independent variable derivation from survey data
| Survey question/variable | Coding (value coded)* | Variable |
|---|---|---|
|
| <12– 16 years (coded categorically) | Age |
|
| Male (1) | Sex |
| Female (0) | ||
|
| Used to calculate BMI | |
|
| Used to calculate BMI | |
|
| Most of the time/always (1) | Food insecurity |
| Never/rarely/sometimes (0) | ||
|
| 2+ times a day (1) | Fruit consumption |
| Less than 2 times a day (0) | ||
|
| 3+ times a day (1) | Vegetable consumption |
| Less than 3 times a day (0) | ||
|
| Yes (1) | Consistently active |
| No (0) | ||
|
| Yes (1) | PE class |
| No (0) | ||
|
| Yes (1) | No walking/biking to school |
| No (0) | ||
|
| 1+ times a day (1) Less than 1 per day (0) | Soft drink |
|
| 3+ days (1) Less than 3 days (0) | Fast food |
|
| 3+ hours per day (1) Less than 3 hours per day (0) | Sitting 3+ hours |
|
| Parental support | |
|
| Most of the time/always (1) | Parental homework checking |
| Never/rarely/sometimes (0) | ||
|
| Most of the time/always (1) | Parental understanding |
| Never/rarely/sometimes (0) | ||
|
| Most of the time/always (1) | Parental knowledge of activity |
| Never/rarely/sometimes (0) | ||
*Note: STATA uses a code of 0 as the baseline group for binary and categorical variables.
Sample characteristics by country
| Variable | Benin | Djibouti | Egypt | Ghana | Malawi | Mauritania | Morocco | |
|---|---|---|---|---|---|---|---|---|
| Code | Proportion | |||||||
| Food insecurity | 0 | 0.823 | 0.806 | 0.948 | 0.781 | 0.815 | 0.896 | 0.893 |
| 1 | 0.177 | 0.194 | 0.052 | 0.219 | 0.185 | 0.104 | 0.107 | |
| Fruit consumption | 0 | 0.668 | 0.343 | 0.301 | 0.266 | 0.476 | 0.682 | 0.472 |
| 1 | 0.332 | 0.657 | 0.699 | 0.734 | 0.524 | 0.319 | 0.528 | |
| Vegetable consumption | 0 | 0.827 | 0.392 | 0.151 | 0.254 | 0.763 | 0.724 | 0.593 |
| 1 | 0.173 | 0.608 | 0.849 | 0.746 | 0.237 | 0.277 | 0.407 | |
| Consistently active | 0 | 0.678 | * | * | 0.842 | * | 0.829 | 0.818 |
| 1 | 0.322 | * | * | 0.158 | * | 0.171 | 0.182 | |
| PE class | 0 | 0.743 | * | * | * | * | 0.700 | 0.676 |
| 1 | 0.257 | * | * | * | * | 0.300 | 0.324 | |
| No walking/biking to school | 0 | 0.894 | * | 0.504 | 0.647 | * | 0.683 | 0.696 |
| 1 | 0.106 | * | 0.496 | 0.353 | * | 0.317 | 0.304 | |
| Soft drink | 0 | 0.720 | * | * | * | * | 0.495 | 0.536 |
| 1 | 0.280 | * | * | * | * | 0.505 | 0.464 | |
| Fast food | 0 | 0.824 | * | 0.882 | * | * | 0.714 | 0.850 |
| 1 | 0.176 | * | 0.118 | * | * | 0.286 | 0.150 | |
| Sitting 3+ hours | 0 | 0.810 | * | * | 0.730 | * | 0.629 | 0.740 |
| 1 | 0.190 | * | * | 0.270 | * | 0.371 | 0.260 | |
| Parental support index | 0 | 0.291 | 0.350 | 0.350 | 0.310 | * | 0.368 | 0.378 |
| 1 | 0.260 | 0.298 | 0.264 | 0.268 | * | 0.263 | 0.276 | |
| 2 | 0.222 | 0.213 | 0.209 | 0.234 | * | 0.190 | 0.200 | |
| 3 | 0.227 | 0.140 | 0.177 | 0.188 | * | 0.179 | 0.146 | |
*Data not available for this variable from this country.
Sample characteristics by country
| Benin | Djibouti | Egypt | Ghana | Malawi | Mauritania | Morocco | |
|---|---|---|---|---|---|---|---|
| Survey year | 2009 | 2007 | 2006 | 2007 | 2009 | 2010 | 2010 |
| N (% missing BMI) | 2681 (2.2%) | 1711 (9.7%) | 5179 (13.3%) | 6155 (5.8%) | 2305 (13.3%) | 2028 (34.6%) | 5756 (6.9%) |
| Male | 65.1% | 57.1% | 52.8% | 52.4% | 46.6% | 47.4% | 52.4% |
| Age: 12 or under | 4.3% | 4.1% | 22.3% | 10.7% | 5.8% | 6.1% | 14.4% |
| 13 | 7.0% | 6.6% | 45.3% | 16.3% | 26.6% | 9.5% | 22.2% |
| 14 | 14.8% | 18.2% | 22.8% | 21.8% | 38.6% | 20.0% | 26.8% |
| 15 | 24.6% | 27.8% | 7.3% | 26.9% | 28.4% | 28.9% | 20.8% |
| 16+ | 49.3% | 43.2% | 2.3% | 24.3% | 0.7% | 35.6% | 15.9% |
| Underweight | 17.5% | 31.9% | 12.6% | 25.7% | 21.1% | 22.3% | 24.0% |
| Normal weight | 71.3% | 49.4% | 56.0% | 65.6% | 68.9% | 53.4% | 59.4% |
| Overweight* | 11.2% | 18.8% | 31.4% | 8.7% | 10.0% | 24.3% | 16.6% |
| Obese | 0.6% | 5.2% | 9.3% | 1.0% | 0.8% | 3.4% | 3.6% |
*Including the obese.
Adjusted prevalence of underweight, overweight, and obesity
| Prevalence | ||||
|---|---|---|---|---|
| Country | Sex | Underweight% (95% CI)* | Overweight**% (95% CI)* | Obesity% (95% CI)* |
| Benin | Female | 14.0 (8-20) | 21.6 (16-27) | 2.9 (0-1) |
| Male | 19.9 (15-24) | 16.1 (13-19) | 0.3 (0-1) | |
| Djibouti | Female | 20.1 (14-26) | 29.6 (24-35) | 9.4 (6-13) |
| Male | 30.8 (24-38) | 20.1 (16-24) | 5.5 (3-8) | |
| Egypt | Female | 9.9 (8-12) | 28.2 (23-34) | 7.6 (5-10) |
| Male | 15.7 (13-19) | 28.2 (23-33) | 8.6 (6-11) | |
| Ghana | Female | 18.3 (16-20) | 13.3 (12-15) | 1.5 (1-2) |
| Male | 33.8 (31-36) | 6.7 (5-8) | 0.8 (0-1) | |
| Malawi | Female | 12.4 (8-17) | 14.4 (10-19) | 1.1 (0-3) |
| Male | 24.4 (18-31) | 15.9 (9-22) | 1.6 (0-4) | |
| Mauritania | Female | 17.9 (11-24) | 35.9 (27-45) | 5.1 (2-9) |
| Male | 23.5 (17-30) | 22.0 (16-28) | 2.7 (1-4) | |
| Morocco | Female | 17.1 (12-22) | 19.3 (17-22) | 3.9 (3-5) |
| Male | 29.3 (23-35) | 15.6 (11-20) | 3.6 (2-5) | |
*Adjusted for age distribution.
**Including those meeting the criteria for obesity.
Figure 1Prevalence of being underweight.
Figure 2Prevalence of being overweight.
Figure 3Prevalence of obesity.
Multivariable regression for weight risk factors
| Underweight | Overweight | Obese | ||
|---|---|---|---|---|
| Multivariable model* | OR (95% CI) | OR (95% CI) | OR (95% CI) | |
| Male sex |
|
| 1.00 (0.76-1.34) | |
| Age (ref = ≤12) | 13 | 1.14 (0.90-1.45) |
|
|
| 14 | 1.21 (0.97-1.51) |
|
| |
| 15 | 1.14 (0.90-1.45) |
|
| |
| 16+ | 0.89 (0.68-1.17) |
|
| |
| Food insecurity | 0.93 (0.78-1.10) | 1.06 (0.86-1.31) | 1.02 (0.71-1.46) | |
| Vegetables | 0.97 (0.85-1.11) | 0.97 (0.85-1.11) | 0.95 (0.68-1.31) | |
| Fruit | 0.96 (0.83-1.09) |
| 1.20 (0.94-1.53) | |
|
| ||||
| Soft drinks | 0.95 (0.80-1.13) | 0.99 (0.77-1.27) | 1.30 (0.88-1.92) | |
| Fast food | 1.09 (0.87-1.35) | 1.12 (0.90-1.40) | 1.28 (0.85-1.95) | |
| Consistently active | 0.93 (0.80-1.08) | 1.23 (0.97-1.56) | 1.13 (0.66-1.96) | |
| Phys. Ed. 3+ days a week | 0.97 (0.80-1.18) | 1.20 (0.96-1.49) |
| |
| Sitting 3+ hours a day | 1.02 (0.88-1.19) | 1.23 (0.97-1.56) | 1.50 (0.94-2.40) | |
| Does not walk/bike to school | 0.94 (0.82-1.07) | 0.98 (0.86-1.11) | 1.00 (0.77-1.28) | |
| Parental involvement index | ||||
| 1 | 0.95 (0.79-1.15) | 1.17 (0.98-1.41) | 1.05 (0.75-1.45) | |
| 2 | 1.03 (0.87-1.23) | 1.20 (0.99-1.45) | 0.95 (0.72-1.26) | |
| 3 | 0.97 (0.79-1.19) |
| 1.14 (0.85-1.53) | |
*Sex, age, country, food insecurity, vegetables, and fruit adjusted for simultaneously.
**Adjusted for country, age and sex. Data not available for all countries for every variable.
Bolding indicates significance at p<0.05.