上海交通大学学报(医学版) ›› 2021, Vol. 41 ›› Issue (4): 519-524.doi: 10.3969/j.issn.1674-8115.2021.04.017
收稿日期:
2020-03-19
出版日期:
2021-04-28
发布日期:
2021-05-14
通讯作者:
陈辉
E-mail:ll_student@163.com;chenhui@hust.edu.cn
作者简介:
楼淑萍(1994—),女,硕士;电子信箱:基金资助:
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:
摘要:
目的·探讨能量平衡相关行为对中小学生睡眠与肥胖关联的中介效应。方法·2016年9月—11月以5 179名广东省茂名市中小学生为研究对象,根据我国《学龄儿童青少年超重与肥胖筛查》体质量指数临界值分为肥胖组与非肥胖组。运用自填式问卷和标准人体测量方法,收集中小学生身高、体质量、睡眠时间参数、体育活动、视屏行为和饮食模式等信息。采用线性回归和Logistic回归分析分别评估睡眠及能量平衡相关行为(即饮食模式、体育活动、视屏行为)与肥胖之间的关联,并使用MacKinnon乘积分布法评估能量平衡相关行为在睡眠与肥胖之间中介效应的显著性。结果·与非肥胖组比较,肥胖组的特征为男性、年幼、父母肥胖、家庭月收入高、视屏时间长、高能量类饮食和水果-奶类饮食频率偏高。中小学生睡眠时间、就寝时间、起床时间均与肥胖风险存在显著关联(均P=0.000)。观察到“睡眠→视屏行为→肥胖”“睡眠→体育活动→肥胖”中介途径在睡眠与肥胖的关联中有统计学意义(P<0.05),未发现高能量类饮食及水果-奶类饮食的中介效应证据。结论·体育活动、视屏行为可能部分介导睡眠与肥胖之间关联的总效应。
中图分类号:
楼淑萍, 黄彦, 刘攀越, 陈辉. 能量平衡相关行为在中小学生睡眠和肥胖之间的中介效应分析[J]. 上海交通大学学报(医学版), 2021, 41(4): 519-524.
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.
图1能量平衡相关行为在中小学生睡眠和肥胖之间的中介效应示意图Note:a-path and b-path show indirect effects.
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) |
表1 中小学生肥胖影响因素的单因素分析
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 |
表 2 中小学生睡眠变量与肥胖之间关联的Logistic回归分析
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 |
表3 中小学生睡眠变量与能量平衡相关行为之间关联的线性回归分析
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 |
表4 中小学生能量平衡相关行为与肥胖之间关联的Logistic回归分析
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) |
表5 能量平衡相关行为在睡眠变量、与肥胖之间中介效应的MacKinnon乘积分布法检验 [Za×Zb (95%CI)]
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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