| Literature DB >> 33918208 |
Zeqi Liu1, Wei Si1,2, Qiran Zhao1,2, Chang Tao1.
Abstract
Worldwide, overweight and obesity have become an important public health problem affecting the health of children and adolescents. In China, the prevalence of overweight and obesity has reached 19 percent among the 6-17-year-old age group. Although studies have shown that regular consumption of sugar-sweetened beverages (SSBs), especially sugar-sweetened carbonated beverages (SSCBs), is positively correlated with overweight and obesity among children, the research on ways to reduce SSBs consumption is scarce. This study fills this gap by analyzing data on nearly 4000 students aged between 9-15 from the Inner Mongolia Autonomous Region in China, exploring possible influential pathways between subjective dietary knowledge, SSCBs consumption, and child obesity. The estimation results show that SSCBs consumption significantly mediates the relationship between dietary knowledge and the incidence of overweight and obesity; the mediated effects are different among subgroups. Therefore, improving dietary knowledge related to the lowing of SSBs consumption to reduce the obesity risk may be considered a possible way to reduce the prevalence of overweight and obesity among children.Entities:
Keywords: children; dietary knowledge; obesity; overweight; sugar-sweetened carbonated beverages
Mesh:
Substances:
Year: 2021 PMID: 33918208 PMCID: PMC8037324 DOI: 10.3390/ijerph18073713
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Sample distribution according to selected personal characteristics.
| Characteristic 1 | Total | Gender | Hukou | Grade | |||||
|---|---|---|---|---|---|---|---|---|---|
| Boys | Girls | Urban | Rural | 4th | 5th | 7th | 8th | ||
| Frequency | 3949 | 1892 | 2057 | 1733 | 1622 | 1655 | 804 | 1044 | 446 |
| Percentage | 100.0% | 47.9% | 52.1% | 51.6% | 48.4% | 41.9% | 20.4% | 26.4% | 11.3% |
1 China’s hukou system is the household registration system used in Mainland China. Every citizen is classified as an agricultural or non-agricultural household registration (usually called a rural hukou or an urban hukou) and is further classified by place of birth. Source: Author’s survey.
Statistics of dependent variables, independent variables, and control variables.
| Variable 1 | Definition | Obs. | Mean | Standard Deviation |
|---|---|---|---|---|
|
| ||||
| BMI–for–age z–score | Body mass index–for–age z–score | 3949 | 0.33 | 1.33 |
| Overweight | Dummy: =1 if yes (z–score > +1sd); | 3840 | 0.32 | 0.47 |
| Obesity | Dummy: =1 if yes (z–score > +2sd); | 3130 | 0.16 | 0.37 |
|
| ||||
| Dietary knowledge | Subjective dietary knowledge of student | 3949 | 20.71 | 3.48 |
| SSCBs_mL | Consumption of SSCBs per day (units: mL/d) | 3949 | 38.09 | 46.08 |
| SSCBs_freq | Consumption frequency of SSCBs per week (units: drink/w) | 3949 | 1.34 | 1.55 |
|
| ||||
| Boy | Dummy: =1 if the student is a boy | 3949 | 0.48 | 0.50 |
| Agemonth | Age measured by month | 3949 | 140.98 | 18.79 |
| Preschool | Dummy: =1 if the student had received pre-school education | 3949 | 0.98 | 0.15 |
| Sibling number | The number of siblings | 3949 | 0.81 | 0.73 |
| Age_father | Age of father | 3949 | 41.31 | 5.65 |
| Age_mother | Age of mother | 3949 | 39.09 | 5.37 |
| Edu_father | Educational years of father | 3949 | 3.54 | 1.18 |
| Edu_mother | Educational years of mother | 3949 | 3.39 | 1.27 |
| BMI_father | Body mass index of father | 3949 | 24.18 | 3.41 |
| BMI_mother | Body mass index of mother | 3949 | 23.06 | 3.13 |
| Household assets | The household durable asset index | 3949 | −0.13 | 0.79 |
1 Source: Authors’ survey.
BMI–for–age z–score distribution of students by personal/family characteristics in full sample and subgroups.
| Variable 1 | All | Subgroup | Mean Difference | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gender | School Type | Only Child | BMI of Parent | ||||||||||||
| Boys | Girls | Primary | Junior High | Yes | No | Both | Either | Either | |||||||
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (2)–(3) | (4)–(5) | (6)–(7) | (8)–(9) | (8)–(10) | |
| BMI–for–age z–score | 0.33 | 0.51 | 0.15 | 0.34 | 0.31 | 0.40 | 0.29 | 0.13 | 0.54 | 0.72 | 0.36 *** | 0.03 | 0.11 ** | −0.41 *** | −0.60 *** |
| Overweight | 0.32 | 0.40 | 0.24 | 0.33 | 0.29 | 0.34 | 0.30 | 0.26 | 0.38 | 0.44 | 0.16 *** | 0.04 ** | 0.04 ** | −0.12 *** | −0.18 *** |
| Obesity | 0.16 | 0.25 | 0.09 | 0.18 | 0.14 | 0.19 | 0.15 | 0.11 | 0.22 | 0.28 | 0.16 *** | 0.04 *** | 0.04 *** | −0.11 *** | −0.17 *** |
1 Robust standard errors in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.1. Source: Authors’ survey.
The subjective dietary knowledge module of the questionnaire for students.
| * Ask the Respondent if He or She Strongly Agrees, Somewhat Agrees, Neutral, Somewhat Disagrees or Strongly Disagrees with Each Statement in Item 2 and Record the Answers in Table I5. | |
|---|---|
| Table I5. Dietary Knowledge | |
| 1 | 2 |
| Statement | 1 strongly disagree |
| Choosing a diet with a lot of fresh fruits and vegetables is good for one’s health. | _I5-1. |
| Eating a lot of sugar is good for one’s health. | _I5-2. |
| Consuming milk and dairy products is good for one’s health | _I5-3. |
| The heavier one’s body is, the healthier he or she is. | _I5-4. |
| The development of good eating habits is very beneficial to health | _I5-5. |
Figure 1A hypothetical mediational model: Subjective dietary knowledge affects the incidence of overweight and obesity among students through SSCBs consumption.
Mediation analysis based on standardized regression weights from simultaneous equation modeling with SSCBs_mL as a mediator (for the entire sample).
| Variables 1 | 1. | 2. | 3. | |||
|---|---|---|---|---|---|---|
| SSCBs_mL | BMI–for–Age z–Score | SSCBs_mL | Overweight (=1 if yes) | SSCBs_mL | Obesity (=1 if yes) | |
| DK | −0.776 *** | −0.003 | −0.806 *** | 0.001 | −0.542 ** | 0.001 |
| (0.210) | (0.006) | (0.213) | (0.002) | (0.232) | (0.002) | |
| SSCBs_mL | - | 0.002 | - | 0.002 ** | - | 0.004 *** |
| - | (0.003) | - | (0.001) | - | (0.001) | |
| Control variables | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 3949 | 3949 | 3840 | 3840 | 3130 | 3130 |
| R-squared/Chi2 | 0.03/102.6 | 0.06/290.2 | 0.03/101.8 | 0.02/279.6 | 0.03/83.8 | −0.14/278.1 |
| Mediated effect (α*β) | −0.002 | −0.002 * | −0.002 ** | |||
| (0.002) | (0.001) | (0.001) | ||||
| Mediation ratio | Complete | Complete | Complete | |||
1 Robust standard errors in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.1. Source: Authors’ survey.
Mediation analysis based on standardized regression weights from simultaneous equation modeling with SSCBs_freq as a mediator (for the entire sample).
| Variables 1 | 1. | 2. | 3. | |||
|---|---|---|---|---|---|---|
| SSCBs_freq | BMI–for–Age z–Score | SSCBs_freq | Overweight | SSCBs_freq | Obesity (=1 if yes) | |
| DK | −0.040 *** | 0.003 | −0.040 *** | 0.003 | −0.035 *** | 0.004 * |
| (0.007) | (0.007) | (0.007) | (0.002) | (0.008) | (0.002) | |
| SSCBs_freq | - | 0.204 *** | - | 0.110 *** | - | 0.136 *** |
| - | (0.079) | - | (0.028) | - | (0.024) | |
| Control variables | Yes | Yes | Yes | Yes | Yes | Yes |
| Observations | 3949 | 3949 | 3840 | 3840 | 3130 | 3130 |
| R-squared/Chi2 | 0.02/97.6 | 0.02/292.7 | 0.02/96.4 | −0.05/284.8 | 0.02/72.9 | −0.23/285.0 |
| Mediated effect (α*β) | −0.008 ** | −0.004 *** | −0.005 *** | |||
| (0.003) | (0.001) | (0.001) | ||||
| Mediation ratio | Complete | Complete | Partial | |||
1 Robust standard errors in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.1. Source: Authors’ survey.
Figure 2Distribution of body mass index-for-age z-score for entire sample, subgroups, and normal distribution (Mean = 0, Standard deviation = 1). (a): Distribution of BMI-for-age z-score for the entire sample and normal distribution; (b): Distribution of BMI-for-age z-score for the entire sample and subgroups (grouped by gender); (c): Distribution of BMI-for-age z-score for the entire sample and subgroups (grouped by school type); (d): Distribution of BMI-for-age z-score for the entire sample and subgroups (grouped by sibling number); (e,f): Distribution of BMI-for-age z-score for the entire sample and subgroups (grouped by parental health status).
Mediation analysis based on standardized regression weights from simultaneous equation modeling (for subgroups).
| Relationship | Subgroup | Mediator | Direct Effect with Mediator (γ) | Dietary Knowledge on Mediator (α) | Mediator on Health Outcome (β) | Mediated Effect (α*β) | Mediation | |
|---|---|---|---|---|---|---|---|---|
|
| Boys | SSCBs_mL | −0.003 | −0.818 ** | −0.002 ** | 0.002 | NA | |
| SSCBs_freq | −0.003 | −0.047 *** | −0.049 | 0.002 | NA | |||
| Girls | SSCBs_mL | 0.002 | −0.822 *** | 0.005 *** | −0.004 ** | Complete | ||
| SSCBs_freq | 0.003 | −0.032 *** | 0.149 *** | −0.005 *** | Complete | |||
| Primary school students | SSCBs_mL | 0.007 ** | −0.766 *** | 0.010 *** | −0.008 *** | Partial | ||
| SSCBs_freq | 0.006 ** | −0.038 *** | 0.182 *** | −0.007 *** | Partial | |||
| Junior school students | SSCBs_mL | −0.005 | −0.937 ** | −0.001 | 0.001 | NA | ||
| SSCBs_freq | −0.003 | −0.044 *** | 0.018 | −0.001 | NA | |||
| Only-child (no sibling) | SSCBs_mL | −0.004 | −1.499 *** | 0.003 *** | −0.004 ** | Complete | ||
| SSCBs_freq | −0.005 | −0.054 *** | 0.086 ** | −0.005 ** | Complete | |||
| At least one sibling | SSCBs_mL | 0.003 | −0.460 * | 0.001 | −0.000 | NA | ||
| SSCBs_freq | 0.006 ** | −0.033 *** | 0.092 *** | −0.003 ** | Partial | |||
| BMI_father ∈[18.5, 24.9] and BMI_mother ∈[18.5, 24.9] | SSCBs_mL | −0.001 | −0.230 | 0.000 | −0.000 | NA | ||
| SSCBs_freq | −0.001 | −0.032 *** | 0.014 | −0.000 | NA | |||
| BMI_father ≥ 25 or BMI_mother ≥ 25 | SSCBs_mL | 0.002 | −1.282 *** | 0.003 ** | −0.004 ** | Complete | ||
| SSCBs_freq | 0.004 | −0.041 *** | 0.131 *** | −0.005 *** | Complete | |||
| BMI_father ≥ 30 or BMI_mother ≥ 30 | SSCBs_mL | 0.000 | −1.633 * | 0.006 *** | −0.009 | NA | ||
| SSCBs_freq | 0.002 | −0.052 | 0.203 *** | −0.010 | NA | |||
| Dietary knowledge with Obesity | Boys | SSCBs_mL | 0.001 | −0.505 | 0.002 * | −0.001 | NA | |
| SSCBs_freq | 0.002 | −0.038 *** | 0.045 | −0.002 | NA | |||
| Girls | SSCBs_mL | 0.000 | −0.614 ** | 0.006 *** | −0.004 ** | Complete | ||
| SSCBs_freq | 0.001 | −0.031 *** | 0.149 *** | −0.005 *** | Complete | |||
| Primary school students | SSCBs_mL | 0.003 | −0.471 * | 0.011 *** | −0.005 * | Complete | ||
| SSCBs_freq | 0.005 * | −0.034 *** | 0.182 *** | −0.006 *** | Partial | |||
| Junior school students | SSCBs_mL | −0.002 | −0.673 | 0.001 | −0.001 | NA | ||
| SSCBs_freq | 0.002 | −0.034 ** | 0.131 *** | −0.004 ** | Complete | |||
| Only-child | SSCBs_mL | −0.003 | −1.472 *** | −0.000 | 0.000 | NA | ||
| SSCBs_freq | −0.002 | −0.048 *** | 0.031 | −0.001 | NA | |||
| At least one sibling | SSCBs_mL | 0.001 | −0.101 | 0.004 *** | −0.000 | NA | ||
| SSCBs_freq | 0.005 * | −0.028 *** | 0.162 *** | −0.005 ** | Partial | |||
| BMI_father ∈[18.5, 24.9] and BMI_mother ∈[18.5, 24.9] | SSCBs_mL | −0.002 | −0.071 | 0.001 | −0.000 | NA | ||
| SSCBs_freq | 0.001 | −0.029 *** | 0.076 *** | −0.002 ** | Complete | |||
| BMI_father >= 25 or BMI_mother >= 25 | SSCBs_mL | 0.001 | −0.916 *** | 0.003 ** | −0.003 ** | Complete | ||
| SSCBs_freq | 0.002 | −0.031 *** | 0.131 *** | −0.004 ** | Complete | |||
| BMI_father >= 30 or BMI_mother >= 30 | SSCBs_mL | 0.007 | −2.149 ** | 0.006 *** | −0.014 * | Complete | ||
| SSCBs_freq | 0.002 | −0.043 | 0.185 *** | 0.008 | NA | |||
1 Robust standard errors in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.1. Source: Authors’ survey. (2) NA = Not applicable.