| Literature DB >> 28239162 |
H Wang1, H Xue2, S Du3, J Zhang1, Y Wang2, B Zhang1.
Abstract
BACKGROUND: Research on the shift in children's body mass index (BMI) distribution is limited and conditional mean models used in the previous research have limitations in capturing cross-distribution variations in effects. The objectives are to analyze the shift in Chinese children's BMI distribution and to test the associations between BMI distribution and other factors.Entities:
Mesh:
Year: 2017 PMID: 28239162 PMCID: PMC5890802 DOI: 10.1038/ijo.2017.53
Source DB: PubMed Journal: Int J Obes (Lond) ISSN: 0307-0565 Impact factor: 5.095
Changes over time in characteristics of children and their families in China, 1997–2011
| 1997 | 2000 | 2004 | 2006 | 2009 | 2011 | Time trend, | |
|---|---|---|---|---|---|---|---|
| N | 723 | 946 | 678 | 516 | 456 | 309 | |
| Age (years) | 10.0 (2.1) | 11.9 (2.7) | 12.4 (3.1) | 11.8 (3.2) | 11.8 (2.8) | 12.6 (2.3) | <0.0001 |
| Height (cm) | 134.5 (13.2) | 146.0 (16.2) | 150.0 (17.7) | 147.2 (18.9) | 148.8 (16.7) | 153.9 (14.8) | <0.0001 |
| Weight (kg) | 30.4 (8.6) | 38.6 (12.3) | 42.2 (14.1) | 40.1 (14.5) | 41.0 (13.9) | 45.5 (14.6) | <0.0001 |
| BMI (kg/cm2) | 16.5 (2.4) | 17.6 (2.7) | 18.1 (2.9) | 17.9 (3.1) | 18.0 (3.3) | 18.7 (3.7) | <0.0001 |
| Overweight and obesity (%) | 6.5 | 7.5 | 9.3 | 11.0 | 14.3 | 15.5 | <0.0001 |
| PA (METs/d) | 3.7 (4.9) | 5.9 (5.7) | 9.1 (10.8) | 7.5 (8.9) | 7.6 (8.6) | 7.1 (7.1) | <0.0001 |
| Sedentary (hrs/d) | 1.8 (1.1) | 1.5 (1.0) | 2.3 (1.4) | 2.5 (1.4) | 2.4 (1.5) | 2.1 (1.3) | <0.0001 |
| Energy (kcal) | 2033 (674.0) | 2121 (700.6) | 2150 (749.7) | 2044 (711.9) | 1958 (701.6) | 1953 (690.6) | <0.0001 |
| Father BMI (kg/cm2) | 22.3 (2.7) | 22.7 (2.9) | 22.9 (3.1) | 23.0 (3.1) | 23.4 (3.3) | 23.9 (3.3) | <0.0001 |
| Mother BMI (kg/cm2) | 22.2 (2.6) | 22.6 (2.8) | 22.8 (3.0) | 23.0 (5.8) | 23.0 (3.2) | 23.1 (3.4) | <0.0001 |
| Father Education (years) | 8.2 (3.1) | 8.4 (2.9) | 8.7 (2.8) | 9.1 (3.0) | 8.8 (3.1) | 9.2 (3.0) | <0.0001 |
| Mother Education (years) | 6.7 (3.8) | 7.0 (3.7) | 7.7 (3.3) | 8.2 (3.3) | 8.0 (3.2) | 8.4 (3.2) | <0.0001 |
| Per capital family income (1000Yuan/Y) | 3.8 (3.0) | 4.6 (4.4) | 5.7 (5.5) | 6.7 (6.7) | 9.9 (10.5) | 11.7 (14.6) | <0.0001 |
| Urbanization index | 49.0 (16.9) | 53.9 (17.0) | 58.6 (19.4) | 60.8 (20.2) | 63.1 (19.6) | 67.1 (19.1) | <0.0001 |
| N | 606 | 836 | 603 | 463 | 384 | 279 | |
| Age (years) | 10.1 (2.1) | 11.9 (2.8) | 12.1 (3.0) | 11.9 (2.9) | 11.5 (2.8) | 12.6 (2.4) | <0.0001 |
| Height (cm) | 134.8 (13.4) | 144.2 (13.6) | 145.5 (15.1) | 145.2 (15.1) | 144.9 (14.6) | 149.5 (11.6) | <0.0001 |
| Weight (kg) | 30.3 (8.8) | 37.1 (10.8) | 38.6 (11.8) | 37.9 (11.4) | 37.8 (12.2) | 41.6 (11.7) | <0.0001 |
| BMI (kg/cm2) | 16.3 (2.2) | 17.4 (2.7) | 17.7 (2.9) | 17.6 (3.0) | 17.5(3.2) | 18.2(3.4) | 0.0149 |
| Overweight and obesity (%) | 4.6 | 4.8 | 7.0 | 7.3 | 9.2 | 10.4 | <0.0001 |
| PA (METs/d) | 3.4 (4.9) | 4.5 (5.1) | 6.7 (8.5) | 6.3 (8.2) | 4.5 (4.8) | 5.6 (4.7) | <0.0001 |
| Sedentary (METs/d) | 1.8 (1.2) | 1.6 (1.1) | 2.2 (1.3) | 2.3 (1.2) | 2.5 (1.5) | 2.2 (1.1) | <0.0001 |
| Energy (kcal) | 1872 (593.4) | 1887 (589.5) | 1810 (610.3) | 1861 (607.6) | 1669 (515.1) | 1696 (682.2) | <0.0001 |
| Father BMI (kg/cm2) | 22.3 (2.8) | 22.8 (2.9) | 23.0 (3.0) | 22.9 (3.1) | 23.2 (3.6) | 23.8 (3.3) | <0.0001 |
| Mother BMI (kg/cm2) | 22.6 (2.9) | 22.6 (2.8) | 22.8 (3.2) | 23.0 (3.1) | 22.9 (3.4) | 22.8 (3.2) | <0.0001 |
| Father Education (years) | 8.1 (3.1) | 8.4 (2.9) | 9.0 (2.8) | 9.2 (3.1) | 8.6 (3.0) | 8.5 (3.2) | <0.0001 |
| Mother Education (years) | 6.4 (3.9) | 7.0 (3.7) | 7.7 (3.4) | 8.0 (3.7) | 8.0 (3.2) | 8.2 (3.2) | <0.0001 |
| Per capital family income (1000Yuan/Y) | 3.5 (2.7) | 4.6 (4.4) | 5.7 (5.5) | 6.5 (6.4) | 9.2 (10.4) | 10.6 (15.0) | <0.0001 |
| Urbanization index | 50.0 (17.3) | 54.8 (17.2) | 58.9 (19.4) | 61.2 (19.2) | 64.6 (18.7) | 68.6 (18.0) | <0.0001 |
Kruskal-Wallis Test
Chi-squared Test
Figure 1Shift in BMI Distribution in Chinese Boys and Girls aged 7–17 years, 1997 to 2011
Figure 2Shift in the BMI Percentile Curves in Chinese Boys and Girls Aged 7–17 years old, 1997 to 2011
Quantile regression results for 5th, 15th, 50th, 85th and 95th percentiles year coefficients in children in China, by sex
| Year effects | 5th | 15th | 50th | 85th | 95th | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
|
| |||||||||||
| SE | SE | SE | SE | SE | |||||||
| BMI (kg/cm2) in 1997 | 13.79 | 14.79 | 16.87 | 20.20 | 22.22 | ||||||
| Model 1 | 0.41 | 0.01 | 0.41 | 0.01 | 0.50 | 0.01 | 0.54 | 0.01 | 0.63 | 0.04 | |
| Model 2 | 0.24 | 0.21 | 0.24 | 0.22 | 0.25 | 0.22 | 0.26 | 0.22 | 0.30 | 0.22 | |
| Model 3 | 0.25 | 0.21 | 0.25 | 0.21 | 0.26 | 0.21 | 0.25 | 0.21 | 0.30 | 0.21 | |
| BMI (kg/cm2) in 1997 | 13.54 | 14.58 | 16.86 | 20.12 | 22.25 | ||||||
| Model 1 | 0.47 | 0.02 | 0.48 | 0.02 | 0.55 | 0.02 | 0.62 | 0.22 | 0.68 | 0.03 | |
| Model 2 | −0.26 | 0.26 | −0.25 | 0.26 | −0.24 | 0.26 | −0.23 | 0.25 | −0.20 | 0.26 | |
| Model 3 | −0.25 | 0.26 | −0.25 | 0.26 | −0.24 | 0.26 | −0.23 | 0.26 | −0.21 | 0.26 | |
Model 1: controlled for time only
Model 2: controlled for time, individual, and household factors
Model 3: controlled for time, individual, and household characteristics, as well as the community urbanization index
P<0.001
Quantile regression and mean regression Model 3 results for 5th, 15th, 50th, 85th and 95th percentiles
| Variable | Units | 5th | 15th | 50th | 85th | 95th | Mean Regression | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
| |||||||||||||
| SE | SE | SE | SE | SE | SE | ||||||||
| Intercept | (none) | −0.01 | 3.51 | −0.004 | 3.51 | −0.004 | 3.51 | −0.006 | 3.51 | −0.003 | 3.51 | −0.004 | 3.49 |
| Year | Years | 0.24 | 0.23 | 0.25 | 0.23 | 0.25 | 0.23 | 0.25 | 0.23 | 0.30 | 0.23 | 0.26 | 0.21 |
| Age | Year | −0.02 | 0.21 | −0.01 | 0.21 | −0.01 | 0.21 | −0.02 | 0.21 | −0.01 | 0.21 | −0.01 | 0.15 |
| Age*Age | Year2 | 0.01 | 0.005 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.006 | 0.01 | 0.006 | 0.01 | 0.006 |
| Energy intake | 100 kcal/day | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.03 | 0.01 | 0.02 | 0.01 |
| Physical activity | Mets/d | −0.02 | 0.05 | −0.03 | 0.05 | −0.03 | 0.05 | −0.03 | 0.05 | −0.03 | 0.05 | −0.03 | 0.05 |
| Sedentary | Hrs/d | 0.11 | 0.06 | 0.12 | 0.07 | 0.12 | 0.07 | 0.13 | 0.07 | 0.12 | 0.07 | 0.12 | 0.07 |
| Father BMI | Kg/m2 | 0.18 | 0.02 | 0.19 | 0.02 | 0.21 | 0.02 | 0.26 | 0.02 | 0.27 | 0.02 | 0.22 | 0.02 |
| Mother BMI | Kg/m2 | 0.14 | 0.02 | 0.15 | 0.02 | 0.17 | 0.02 | 0.19 | 0.02 | 0.21 | 0.02 | 0.17 | 0.02 |
| Father education | Years | 0.03 | 0.02 | 0.03 | 0.02 | 0.03 | 0.02 | 0.04 | 0.02 | 0.04 | 0.02 | 0.03 | 0.02 |
| Mother education | Years | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 |
| HH per capital income | 1000 Yuan/year | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.03 | 0.01 | 0.02 | 0.01 |
| Urbanicity index | None | −0.002 | 0.004 | 0.001 | 0.003 | 0.004 | 0.003 | 0.01 | 0.004 | 0.01 | 0.01 | 0.004 | 0.003 |
| Age in 2011 | Years | 0.24 | 0.23 | 0.25 | 0.21 | 0.25 | 0.21 | 0.22 | 0.23 | 0.23 | 0.21 | 0.24 | 0.21 |
| Intercept | (none) | 10.65 | 4.12 | 10.65 | 4.12 | 10.65 | 4.12 | 10.65 | 4.12 | 10.65 | 4.16 | 10.65 | 3.67 |
| Year | Years | −0.26 | 0.24 | −0.25 | 0.26 | −0.25 | 0.24 | −0.24 | 0.24 | −0.22 | 0.25 | −0.25 | 0.22 |
| Age | Year | 0.17 | 0.14 | 0.17 | 0.14 | 0.17 | 0.14 | 0.18 | 0.14 | 0.19 | 0.14 | 0.18 | 0.16 |
| Age*Age | Year2 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 |
| Energy intake | Kcal/day | 0.007 | 0.008 | 0.01 | 0.01 | 0.02 | 0.01 | 0.03 | 0.01 | 0.03 | 0.01 | 0.02 | 0.01 |
| Physical activity | Mets/d | −0.12 | 0.06 | −0.12 | 0.06 | −0.12 | 0.06 | −0.12 | 0.06 | −0.12 | 0.06 | −0.13 | 0.06 |
| Sedentary | Hrs/d | −0.003 | 0.06 | −0.003 | 0.06 | −0.002 | 0.06 | <0.01 | 0.06 | <0.01 | 0.06 | <0.01 | 0.06 |
| Menarche age | Dummy | 1.12 | 0.16 | 1.12 | 0.16 | 1.12 | 0.16 | 1.13 | 0.17 | 1.13 | 0.16 | 1.13 | 0.15 |
| Father BMI | Kg/m2 | 0.15 | 0.02 | 0.15 | 0.02 | 0.17 | 0.02 | 0.19 | 0.02 | 0.21 | 0.02 | 0.17 | 0.02 |
| Mother BMI | Kg/m2 | 0.12 | 0.02 | 0.13 | 0.02 | 0.14 | 0.02 | 0.17 | 0.02 | 0.18 | 0.02 | 0.14 | 0.02 |
| Father education | Years | <0.01 | 0.02 | <0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 |
| Mother education | Years | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 |
| HH per capital income | 1000 Yuan/year | <0.01 | 0.008 | <0.01 | 0.008 | <0.01 | 0.008 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 |
| Urbanicity index | None | −0.01 | 0.004 | <0.01 | 0.003 | <0.01 | 0.004 | <0.01 | 0.004 | 0.01 | 0.01 | <0.01 | 0.003 |
| Age in 2011 | Years | −0.27 | 0.24 | −0.25 | 0.24 | −0.26 | 0.24 | −0.26 | 0.24 | −0.26 | 0.24 | −0.26 | 0.22 |
P<0.001,
P<0.01,
p<0.05