NGHC: Prevention of Chronic Disease (2013)
Forshee RA, Anderson PA, Storey ML. Sugar-sweetened beverages and body mass index in children and adolescents: a meta-analysis. Am J Clin Nutr. 2008 Jun;87(6):1662-71. Erratum in: Am J Clin Nutr. 2009 Jan;89(1):441-2.
PubMed ID: 18541554
The purpose of this meta-analysis was to determine whether the results of the original research that used longitudinal and randomized controlled trials (RCTs) support the hypothesis that sugar-sweetened beverage (SB) consumption is associated with increased BMI among children and adolescents and, if so, to determine the magnitude of the effect.
- English-language articles
- Published between 1966-October 2006
- Studied sugar-sweetened beverages (soft drinks and fruit drinks or ades) and BMI, weight gain, and/or obesity
- Studied human subjects < 19 years of age
- Ecological and cross-sectional studies
Recruitment: The MEDLINE database was used to identify relevant studies that met inclusion/exclusion criteria. Guidance from the MeSH terms database identified the following search terms: "beverages obesity," "beverages BMI," "soft drinks obesity," "soft drinks BMI," "sweetened drinks," and "sugar drink fat mass." The bibliographies from 5 review articles were also checked to ensure that all relevant articles were captured.
Statistical Analysis
- For some studies it was necessary to apply scaling factors to express the results in terms of change (Δ) in BMI units per 12-oz serving Δ sugar-sweetened beverage.
- Coefficients and standard errors were extracted from the studies and compiled into a statistical database in STATA software. When standard errors were not reports, they were calculated based on CIs or P values.
- Results were analyzed by using the METAN:STATA module for fixed- and random-effects meta-analysis program. Forest plots show the estimated effect size, CI, and the precision of each study in the meta-analysis. Estimates of the overall pooled relation and SE were calculated with the use of both fixed-effects and random-effects models. Test statistics indicated heterogeneity in the results from the studies in the meta-analysis, so the random-effects estimates are more appropriate.
- META-FUNNEL was used to produce funnel plots.
- METAINF: Stata module was used to evaluate the influence of a single study in meta-analysis estimation to test for particularly influential studies.
Dependent Variables
- Change (Δ) in BMI units
Independent Variables
- 12 oz serving Δ in sugar-sweetened beverages
Initial N: A total of 12 (10 longitudinal and 2 RCT) were reviewed for this meta-analysis.
Attrition (final N): Eight of the longitudinal studies and both RCT studies were incorporated into the quantitative meta-analysis. The remaining studies did not provide the necessary information for the quantitative meta-analysis.
- The meta-analysis results estimated a 0.3 (95% CI: 0.01,0.07) BMI unit change per serving of of sugar-sweetened beverage (12 oz serving), which is not significant.
Other Findings
- No single study had a large influence on the overall results.
- The funnel plot for these studies shows that the studies with precise estimates are tightly and symmetrically groups around the average affect size (indicating a bias against publishing studies that do not show statistically significant results).
The authors conclude that the results of this study suggest that their is no effect of sugar-sweetened beverage consumption on body weight in children and adolescents.
This study was funded by the American Beverage Association.
Quality Criteria Checklist: Primary Research
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Relevance Questions | |||
1. | Would implementing the studied intervention or procedure (if found successful) result in improved outcomes for the patients/clients/population group? (Not Applicable for some epidemiological studies) | N/A | |
2. | Did the authors study an outcome (dependent variable) or topic that the patients/clients/population group would care about? | N/A | |
3. | Is the focus of the intervention or procedure (independent variable) or topic of study a common issue of concern to dieteticspractice? | N/A | |
4. | Is the intervention or procedure feasible? (NA for some epidemiological studies) | N/A | |
Validity Questions | |||
1. | Was the research question clearly stated? | N/A | |
1.1. | Was (were) the specific intervention(s) or procedure(s) [independent variable(s)] identified? | N/A | |
1.2. | Was (were) the outcome(s) [dependent variable(s)] clearly indicated? | N/A | |
1.3. | Were the target population and setting specified? | N/A | |
2. | Was the selection of study subjects/patients free from bias? | N/A | |
2.1. | Were inclusion/exclusion criteria specified (e.g., risk, point in disease progression, diagnostic or prognosis criteria), and with sufficient detail and without omitting criteria critical to the study? | N/A | |
2.2. | Were criteria applied equally to all study groups? | N/A | |
2.3. | Were health, demographics, and other characteristics of subjects described? | N/A | |
2.4. | Were the subjects/patients a representative sample of the relevant population? | N/A | |
3. | Were study groups comparable? | N/A | |
3.1. | Was the method of assigning subjects/patients to groups described and unbiased? (Method of randomization identified if RCT) | N/A | |
3.2. | Were distribution of disease status, prognostic factors, and other factors (e.g., demographics) similar across study groups at baseline? | N/A | |
3.3. | Were concurrent controls or comparisons used? (Concurrent preferred over historical control or comparison groups.) | N/A | |
3.4. | If cohort study or cross-sectional study, were groups comparable on important confounding factors and/or were preexisting differences accounted for by using appropriate adjustments in statistical analysis? | N/A | |
3.5. | If case control study, were potential confounding factors comparable for cases and controls? (If case series or trial with subjects serving as own control, this criterion is not applicable.) | N/A | |
3.6. | If diagnostic test, was there an independent blind comparison with an appropriate reference standard (e.g., "gold standard")? | N/A | |
4. | Was method of handling withdrawals described? | N/A | |
4.1. | Were follow-up methods described and the same for all groups? | N/A | |
4.2. | Was the number, characteristics of withdrawals (i.e., dropouts, lost to follow up, attrition rate) and/or response rate (cross-sectional studies) described for each group? (Follow up goal for a strong study is 80%.) | N/A | |
4.3. | Were all enrolled subjects/patients (in the original sample) accounted for? | N/A | |
4.4. | Were reasons for withdrawals similar across groups? | N/A | |
4.5. | If diagnostic test, was decision to perform reference test not dependent on results of test under study? | N/A | |
5. | Was blinding used to prevent introduction of bias? | N/A | |
5.1. | In intervention study, were subjects, clinicians/practitioners, and investigators blinded to treatment group, as appropriate? | N/A | |
5.2. | Were data collectors blinded for outcomes assessment? (If outcome is measured using an objective test, such as a lab value, this criterion is assumed to be met.) | N/A | |
5.3. | In cohort study or cross-sectional study, were measurements of outcomes and risk factors blinded? | N/A | |
5.4. | In case control study, was case definition explicit and case ascertainment not influenced by exposure status? | N/A | |
5.5. | In diagnostic study, were test results blinded to patient history and other test results? | N/A | |
6. | Were intervention/therapeutic regimens/exposure factor or procedure and any comparison(s) described in detail? Were interveningfactors described? | N/A | |
6.1. | In RCT or other intervention trial, were protocols described for all regimens studied? | N/A | |
6.2. | In observational study, were interventions, study settings, and clinicians/provider described? | N/A | |
6.3. | Was the intensity and duration of the intervention or exposure factor sufficient to produce a meaningful effect? | N/A | |
6.4. | Was the amount of exposure and, if relevant, subject/patient compliance measured? | N/A | |
6.5. | Were co-interventions (e.g., ancillary treatments, other therapies) described? | N/A | |
6.6. | Were extra or unplanned treatments described? | N/A | |
6.7. | Was the information for 6.4, 6.5, and 6.6 assessed the same way for all groups? | N/A | |
6.8. | In diagnostic study, were details of test administration and replication sufficient? | N/A | |
7. | Were outcomes clearly defined and the measurements valid and reliable? | N/A | |
7.1. | Were primary and secondary endpoints described and relevant to the question? | N/A | |
7.2. | Were nutrition measures appropriate to question and outcomes of concern? | N/A | |
7.3. | Was the period of follow-up long enough for important outcome(s) to occur? | N/A | |
7.4. | Were the observations and measurements based on standard, valid, and reliable data collection instruments/tests/procedures? | N/A | |
7.5. | Was the measurement of effect at an appropriate level of precision? | N/A | |
7.6. | Were other factors accounted for (measured) that could affect outcomes? | N/A | |
7.7. | Were the measurements conducted consistently across groups? | N/A | |
8. | Was the statistical analysis appropriate for the study design and type of outcome indicators? | N/A | |
8.1. | Were statistical analyses adequately described and the results reported appropriately? | N/A | |
8.2. | Were correct statistical tests used and assumptions of test not violated? | N/A | |
8.3. | Were statistics reported with levels of significance and/or confidence intervals? | N/A | |
8.4. | Was "intent to treat" analysis of outcomes done (and as appropriate, was there an analysis of outcomes for those maximally exposed or a dose-response analysis)? | N/A | |
8.5. | Were adequate adjustments made for effects of confounding factors that might have affected the outcomes (e.g., multivariate analyses)? | N/A | |
8.6. | Was clinical significance as well as statistical significance reported? | N/A | |
8.7. | If negative findings, was a power calculation reported to address type 2 error? | N/A | |
9. | Are conclusions supported by results with biases and limitations taken into consideration? | N/A | |
9.1. | Is there a discussion of findings? | N/A | |
9.2. | Are biases and study limitations identified and discussed? | N/A | |
10. | Is bias due to study's funding or sponsorship unlikely? | Yes | |
10.1. | Were sources of funding and investigators' affiliations described? | Yes | |
10.2. | Was the study free from apparent conflict of interest? | Yes | |
This article copyright USDA.