
JOURNAL OF SHANGHAI JIAOTONG UNIVERSITY (MEDICAL SCIENCE) ›› 2021, Vol. 41 ›› Issue (4): 519-524.doi: 10.3969/j.issn.1674-8115.2021.04.017
• Public health • Previous Articles Next Articles
Shu-ping LOU1(
), Yan HUANG2, Pan-yue LIU3, Hui CHEN3(
)
Received:2020-03-19
Online:2021-04-28
Published:2021-05-14
Contact:
Hui CHEN
E-mail:ll_student@163.com;chenhui@hust.edu.cn
Supported by:CLC Number:
Shu-ping LOU, Yan HUANG, Pan-yue LIU, Hui CHEN. Mediation effects of energy balance-related behaviors on associations between sleep and the risk of obesity among elementary and junior high school students[J]. JOURNAL OF SHANGHAI JIAOTONG UNIVERSITY (MEDICAL SCIENCE), 2021, 41(4): 519-524.
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URL: https://xuebao.shsmu.edu.cn/EN/10.3969/j.issn.1674-8115.2021.04.017
Fig 1 Overview of the mediating effects of energy balance-related behaviors between sleep and obesity among elementary and junior high school students
| Variable | Total (n=5 179) | Obese group (n=725) | Non-obese group (n=4 454) | P value |
|---|---|---|---|---|
| Age/year | 10.66 (8.78, 12.32) | 8.95 (7.81, 10.64) | 10.92 (9.09, 12.60) | 0.000 |
| Physical activity/h | 1.00 (0.50, 1.20) | 1.00 (0.50, 1.24) | 1.00 (0.50, 1.20) | 0.349 |
| Screen behavior/h | 1.50 (0.50, 2.50) | 2.00 (1.50, 2.67) | 1.50 (0.50, 2.50) | 0.000 |
| Monthly fruit and milk/time | 4.00 (3.00, 10.50) | 5.00 (3.00, 14.00) | 4.00 (3.00, 10.50) | 0.038 |
| Monthly high calorie diet/time | 18.00 (6.50, 30.50) | 20.00 (6.25, 30.50) | 18.00 (6.50, 30.50) | 0.963 |
| Sleep duration/h | 9.00 (8.50, 10.00) | 8.67 (7.85, 9.50) | 9.50 (8.50, 10.00) | 0.000 |
| Wake-up time | 6∶40 (6∶00, 7∶00) | 6∶30 (6∶00, 6∶57) | 6∶50 (6∶10, 7∶00) | 0.000 |
| Bedtime | 22∶00 (22∶00, 23∶00) | 23∶00 (22∶00, 23∶15) | 22∶00 (22∶00, 23∶00) | 0.000 |
| Gender (male)/n (%) | 2 899 (56.0) | 478 (65.9) | 2 421 (54.4) | 0.000 |
| Breastfeeding for 6 months/n (%) | 2 293 (44.3) | 336 (46.9) | 1 957 (43.8) | 0.051 |
| Parental obesity/n (%) | 0.000 | |||
| None | 4 776 (92.2) | 617 (85.1) | 4 159 (93.4) | |
| Either | 372 (7.2) | 97 (13.4) | 275 (6.2) | |
| Both | 31 (0.6) | 11 (1.5) | 20 (0.4) | |
| Monthly house income/n (%) | 0.006 | |||
| <1 000 yuan | 459 (8.9) | 49 (6.8) | 410 (9.2) | |
| 1 000?4 999 yuan | 3 203 (61.8) | 440 (60.8) | 2 763 (62.0) | |
| 5 000?10 000 yuan | 1 138 (22.0) | 164 (22.5) | 974 (21.9) | |
| >10 000 yuan | 379 (7.3) | 72 (9.9) | 307 (6.9) |
Tab 1 Univariate analysis of factors influencing obesity among elementary and junior high school students
| Variable | Total (n=5 179) | Obese group (n=725) | Non-obese group (n=4 454) | P value |
|---|---|---|---|---|
| Age/year | 10.66 (8.78, 12.32) | 8.95 (7.81, 10.64) | 10.92 (9.09, 12.60) | 0.000 |
| Physical activity/h | 1.00 (0.50, 1.20) | 1.00 (0.50, 1.24) | 1.00 (0.50, 1.20) | 0.349 |
| Screen behavior/h | 1.50 (0.50, 2.50) | 2.00 (1.50, 2.67) | 1.50 (0.50, 2.50) | 0.000 |
| Monthly fruit and milk/time | 4.00 (3.00, 10.50) | 5.00 (3.00, 14.00) | 4.00 (3.00, 10.50) | 0.038 |
| Monthly high calorie diet/time | 18.00 (6.50, 30.50) | 20.00 (6.25, 30.50) | 18.00 (6.50, 30.50) | 0.963 |
| Sleep duration/h | 9.00 (8.50, 10.00) | 8.67 (7.85, 9.50) | 9.50 (8.50, 10.00) | 0.000 |
| Wake-up time | 6∶40 (6∶00, 7∶00) | 6∶30 (6∶00, 6∶57) | 6∶50 (6∶10, 7∶00) | 0.000 |
| Bedtime | 22∶00 (22∶00, 23∶00) | 23∶00 (22∶00, 23∶15) | 22∶00 (22∶00, 23∶00) | 0.000 |
| Gender (male)/n (%) | 2 899 (56.0) | 478 (65.9) | 2 421 (54.4) | 0.000 |
| Breastfeeding for 6 months/n (%) | 2 293 (44.3) | 336 (46.9) | 1 957 (43.8) | 0.051 |
| Parental obesity/n (%) | 0.000 | |||
| None | 4 776 (92.2) | 617 (85.1) | 4 159 (93.4) | |
| Either | 372 (7.2) | 97 (13.4) | 275 (6.2) | |
| Both | 31 (0.6) | 11 (1.5) | 20 (0.4) | |
| Monthly house income/n (%) | 0.006 | |||
| <1 000 yuan | 459 (8.9) | 49 (6.8) | 410 (9.2) | |
| 1 000?4 999 yuan | 3 203 (61.8) | 440 (60.8) | 2 763 (62.0) | |
| 5 000?10 000 yuan | 1 138 (22.0) | 164 (22.5) | 974 (21.9) | |
| >10 000 yuan | 379 (7.3) | 72 (9.9) | 307 (6.9) |
| Sleep variable | β value | SE | OR (95%CI) | P value |
|---|---|---|---|---|
| Sleep duration | -0.559 | 0.037 | 0.572 (0.532?0.614) | 0.000 |
| Bedtime | 0.741 | 0.053 | 2.097 (1.890?2.327) | 0.000 |
| Wake-up time | -1.064 | 0.087 | 0.345 (0.291?0.409) | 0.000 |
Tab 2 Logistic regression analysis of the associations between sleep variables and obesity among elementary and junior high school students
| Sleep variable | β value | SE | OR (95%CI) | P value |
|---|---|---|---|---|
| Sleep duration | -0.559 | 0.037 | 0.572 (0.532?0.614) | 0.000 |
| Bedtime | 0.741 | 0.053 | 2.097 (1.890?2.327) | 0.000 |
| Wake-up time | -1.064 | 0.087 | 0.345 (0.291?0.409) | 0.000 |
| Sleep variable | Fruit and milk | High calorie diet | Physical activity | Screen behavior | ||||
|---|---|---|---|---|---|---|---|---|
| β (95%CI) | P value | β (95%CI) | P value | β (95%CI) | P value | β (95%CI) | P value | |
| Sleep duration | 0.049 (-0.310?0.408) | 0.790 | -0.936 (-1.366?-0.505) | 0.000 | 0.081 (0.059?0.103) | 0.000 | 0.051 (0.015?0.088) | 0.005 |
| Bedtime | 1.769 (1.139?2.398) | 0.000 | 0.531 (0.005?1.057) | 0.048 | -0.100 (-0.132?-0.068) | 0.000 | -0.040 (-0.093?0.013) | 0.136 |
| Wake-up time | -0.277 (-1.248?0.693) | 0.576 | 0.960 (0.153?1.767) | 0.020 | 0.068 (0.019?0.117) | 0.007 | 0.190 (0.109?0.272) | 0.000 |
Tab 3 Linear regression analysis of the associations between sleep variables and energy balance-related behaviors among elementary and junior high school students
| Sleep variable | Fruit and milk | High calorie diet | Physical activity | Screen behavior | ||||
|---|---|---|---|---|---|---|---|---|
| β (95%CI) | P value | β (95%CI) | P value | β (95%CI) | P value | β (95%CI) | P value | |
| Sleep duration | 0.049 (-0.310?0.408) | 0.790 | -0.936 (-1.366?-0.505) | 0.000 | 0.081 (0.059?0.103) | 0.000 | 0.051 (0.015?0.088) | 0.005 |
| Bedtime | 1.769 (1.139?2.398) | 0.000 | 0.531 (0.005?1.057) | 0.048 | -0.100 (-0.132?-0.068) | 0.000 | -0.040 (-0.093?0.013) | 0.136 |
| Wake-up time | -0.277 (-1.248?0.693) | 0.576 | 0.960 (0.153?1.767) | 0.020 | 0.068 (0.019?0.117) | 0.007 | 0.190 (0.109?0.272) | 0.000 |
| Path | Fruit and milk diet | High calorie diet | Physical activity | Screen behavior | ||||
|---|---|---|---|---|---|---|---|---|
| OR (95%CI) | P value | OR (95%CI) | P value | OR (95%CI) | P value | OR (95%CI) | P value | |
| Sleep duration→obesity | 1.002 (0.997?1.006) | 0.465 | 1.001 (0.995?1.006) | 0.818 | 0.927 (0.843?1.020) | 0.122 | 1.166 (1.112?1.224) | 0.000 |
| Bedtime→obesity | 1.001 (0.997?1.006) | 0.474 | 0.999 (0.994?1.005) | 0.842 | 0.905 (0.821?0.998) | 0.045 | 1.154 (1.100?1.210) | 0.000 |
| Wake-up time→obesity | 1.004 (1.000?1.008) | 0.047 | 1.002 (0.997?1.007) | 0.492 | 0.867 (0.783?0.960) | 0.006 | 1.171 (1.116?1.229) | 0.000 |
Tab 4 Logistic regression analysis of the associations between energy balance-related behaviors and obesity among elementary and junior high school students
| Path | Fruit and milk diet | High calorie diet | Physical activity | Screen behavior | ||||
|---|---|---|---|---|---|---|---|---|
| OR (95%CI) | P value | OR (95%CI) | P value | OR (95%CI) | P value | OR (95%CI) | P value | |
| Sleep duration→obesity | 1.002 (0.997?1.006) | 0.465 | 1.001 (0.995?1.006) | 0.818 | 0.927 (0.843?1.020) | 0.122 | 1.166 (1.112?1.224) | 0.000 |
| Bedtime→obesity | 1.001 (0.997?1.006) | 0.474 | 0.999 (0.994?1.005) | 0.842 | 0.905 (0.821?0.998) | 0.045 | 1.154 (1.100?1.210) | 0.000 |
| Wake-up time→obesity | 1.004 (1.000?1.008) | 0.047 | 1.002 (0.997?1.007) | 0.492 | 0.867 (0.783?0.960) | 0.006 | 1.171 (1.116?1.229) | 0.000 |
| Sleep variable | Fruit and milk diet | High calorie diet | Physical activity | Screen behavior |
|---|---|---|---|---|
| Sleep duration | 0.001 (-0.001?0.013) | 0.003 (-0.006?0.004) | -0.006 (-0.013?0.001) | 0.008 (0.003?0.013) |
| Bedtime | -0.001 (-0.005?0002) | 0.001 (-0.002?0.004) | 0.010 (0.002?0.019) | -0.006 (-0.012?0.001) |
| Wake-up time | -0.001 (-0.005?0.002) | 0.001 (-0.004?0.006) | -0.010 (-0.019?-0.002) | 0.030 (0.018?0.044) |
Tab 5 Analysis of mediating effects of energy balance-related behaviors between sleep variables and obesity based on MacKinnon's product-of-coefficients method [Za×Zb(95%CI)]
| Sleep variable | Fruit and milk diet | High calorie diet | Physical activity | Screen behavior |
|---|---|---|---|---|
| Sleep duration | 0.001 (-0.001?0.013) | 0.003 (-0.006?0.004) | -0.006 (-0.013?0.001) | 0.008 (0.003?0.013) |
| Bedtime | -0.001 (-0.005?0002) | 0.001 (-0.002?0.004) | 0.010 (0.002?0.019) | -0.006 (-0.012?0.001) |
| Wake-up time | -0.001 (-0.005?0.002) | 0.001 (-0.004?0.006) | -0.010 (-0.019?-0.002) | 0.030 (0.018?0.044) |
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