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1 Division of Research, Kaiser Permanente Northern California, Oakland, California; 2 Mailman School of Public Health, Columbia University, New York, New York; and 3 Division of Gastroenterology, University of California, San Francisco, San Francisco, California
Requests for reprints: Douglas A. Corley, Kaiser Permanente Division of Research, 2000 Broadway, Oakland, CA 94612. Phone: 510-891-3811; Fax: 510-891-3606. E-mail: Douglas.Corley{at}kp.org
| Abstract |
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Methods: We identified potential studies using Medline, the Web of Science database, a manual review of the literature and expert bibliographies. Studies were included if they reported (a) a measure of body mass; (b) the occurrence of esophageal or cardia adenocarcinoma diagnosis; and (c) a relative risk or odds ratio (OR) with confidence intervals (CI) or provided sufficient data to permit their calculation.
Results: We identified 14 studies (2 cohort, 12 case-control; 2,488 esophageal and 2,509 cardia adenocarcinomas). A high BMI (>25) was associated with an increased risk of esophageal adenocarcinoma (males, OR, 2.2; 95% CI, 1.7-2.7; females, OR, 2.0; 95% CI, 1.4-2.9). Higher levels of BMI were associated with increased risk (overweight males, OR, 1.8; 95% CI, 1.5-2.2; obese males, OR, 2.4; 95% CI, 1.9-3.2). The overall associations with cardia cancer were heterogeneous, although stratification by study location provided homogeneous results for populations from the United States or Europe. A high BMI was weakly associated with the risk of cardia adenocarcinoma (OR, 1.5; 95% CI, 1.3-1.8; Pheterogeneity = 0.38).
Conclusions: Pooled results from observational studies support a positive association between high BMI and the risk for esophageal and possibly for cardia adenocarcinoma. (Cancer Epidemiol Biomarkers Prev 2006;15(5):8728)
| Introduction |
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400% during the past three decades, the most rapid rate of increase of any cancer in the United States (1-4). Similar incidence changes have been seen in several countries (5-7). The proportion of gastric cancers located in the cardia (at the gastroesophageal junction adjacent to the esophagus) has also increased substantially (6). The mortality from these cancers is high and the response to treatments for advanced-stage disease is poor, suggesting that an effective method for mortality reduction may be through early intervention on modifiable risk factors (8). Obesity is one of the strongest emerging risk factors for many cancers in Western countries (9); however, existing epidemiologic studies of the association between body mass index (BMI) and the risk of esophageal or cardia adenocarcinoma have conflicting results. Higher BMIs were associated with an increased risk of esophageal adenocarcinoma in some studies (10-17), whereas other reports found no association or a negative association (18-20). It is unclear whether these disparate results are due to true differences between the study populations or due to methodologic differences in exposure definitions, outcome definitions, or other aspects of the study design or analysis.
There are several advantages to using a systematic review for the investigation of exposure-disease associations. Data synthesis can help evaluate the influence of different study populations, study designs, etc., on the exposure-disease association. It may also help explore associations that individual studies may lack the power to investigate, such as the influence of gender, levels of BMI, or the presence of confounding factors.
We did a systematic review and meta-analysis of observational studies that evaluated the association between BMI and the risk of esophageal adenocarcinoma or gastric cardia with an emphasis on the creation of more standardized exposure definitions to better compare results between studies and the evaluation of differences in study design and study populations.
| Materials and Methods |
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Study Selection
Studies were included if they reported all of the following: (a) a measure of body mass; (b) the diagnosis of esophageal or cardia adenocarcinoma; and (c) a relative risk ratio or odds ratio (OR) with confidence intervals (CI) or sufficient data to permit their calculation. The inclusion criteria were not otherwise restricted by study size, publication type, or language of publication. We excluded studies that provided only estimates that combined esophageal adenocarcinoma and esophageal squamous cell carcinoma.
Data Abstraction
Data abstracted included exposure measurement method (self-report versus measured BMI versus diagnosis of obesity), exposure definitions (e.g., BMI definitions of overweight or obese), outcome definitions (esophageal adenocarcinoma, cardia carcinoma, or a combination of both), total number of persons or person-years in each comparison group, ORs or risk ratios with and without adjustment for potential confounders, potential confounders used for adjustment, study design (cohort versus case control), and the source of the study population. Two investigators (A.K. and D.A.C.) independently abstracted the primary outcome and exposure data; discordant results were resolved by consensus. Data reporting conforms with the Meta-analysis of Observational Studies in Epidemiology study group guidelines (22).
Exposure Definition
We defined body mass categories using the following BMI categories [BMI = weight (kg) / height (m)2]: normal (BMI between 18.5 and 25), overweight (BMI between 25 and 28), and obese (BMI
28); these groupings represented the divisions or quartiles most frequently reported in the articles and they differ somewhat from BMI categories in common use (overweight, BMI 25-29.9; obese, BMI
30; ref. 23). We also created a category that included both overweight and obese (BMI
25). For each study, we selected the BMI-cancer association that most closely approximated each of these categories and the date of BMI determination that was the most commonly reported. We included more than one estimate from some studies (e.g., if a study reported an OR for persons with a BMI 25-28 and an OR for persons with a BMI
28; both ORs were included in the summary estimate for a BMI
25). For studies that did not provide estimates for different BMI categories, we calculated estimates for each category using the mean BMI and SD or the OR per unit BMI (12, 19, 20). These calculations assumed that BMI was normally distributed in the populations. We used estimates adjusted for potential confounders whenever they were available; if no adjusted estimates were provided, unadjusted estimates were used or calculated from the data. We assumed that an OR was a valid approximation of a risk ratio.
Outcome Definition
An outcome was defined as any of the following cancer diagnoses (or cancer-related deaths): esophageal adenocarcinoma alone, cardia carcinoma alone (the definition of cardia cancer includes cardioesophageal junction, esophagogastric junction, and gastroesophageal junction carcinomas; ref. 24), or the combined reporting of esophageal adenocarcinoma with cardia carcinoma.
Statistical Analysis
All analyses used the STATA statistical package with the meta, metainf, and metabias commands (version 8, STATA Corporation, College Station, TX). Summary OR estimates were calculated using either relative risks (for cohort studies) or ORs (for case-control studies).
Summary OR estimates were calculated based on the assumption of fixed effects and heterogeneity was tested using the Mantel-Haenszel method (25). We also evaluated for heterogeneity by comparing the results between the fixed-effects model and a random-effects model (25); if results were homogeneous, the fixed-effects model was reported. As statistical tests for heterogeneity lack substantial power, heterogeneity was considered present if P
0.1 (rather than P < 0.05) or if there was a >20% difference in the summary estimates between the fixed effects and random effects models. If these tests suggested heterogeneity, we explored potential causes (see below; refs. 26-29).
Qualitative Assessment/Assessment of Heterogeneity
The use of quality scoring in meta-analyses is controversial. Numerous criteria have been suggested for evaluating study quality; however, different scoring systems may yield substantially different results, raising concerns about validity (26, 30, 31). The adequacy of randomization and blinded allocation to study groups have been shown to influence study outcome in randomized trials, but little information is available for observational studies (32-35).
We assessed study quality and potential heterogeneity using several methods and evaluated the consistency of our results by performing sensitivity analyses. First, we assessed the statistical heterogeneity between trials for the primary summary estimates (see above). Second, to exclude an excessive influence of any single study, we evaluated whether exclusion of any single study substantially altered the magnitude or heterogeneity of the summary estimate, compared with the summary estimate containing all the studies. Third, because different study designs and populations may incorporate different biases, we stratified analyses by several factors (32-38).
Stratified analyses for potential sources of heterogeneity evaluated factors postulated to influence the BMI versus cancer association. Stratifying factors were established a priori (i.e., before data analysis) and included level of BMI (see exposure definitions), gender, cancer location (esophageal versus cardia versus studies that combined esophageal with cardia), and study population (country of origin). Studies not providing data for the stratifying factor of interest were excluded from any given analysis (e.g., studies not reporting gender-specific data were excluded from summary estimates stratified by gender).
Tests for publication bias assess the assumption that studies with statistically significant differences between the intervention groups (i.e., "positive studies") are more likely to be published than studies with no significant differences in outcome (i.e., "negative studies"). The presence of bias (including publication bias) was assessed using quantitative and qualitative methods. First, we calculated a correlation coefficient between the ORs and their SEs (a surrogate for sample size); publication bias was considered present if P
0.1 (39). Second, we evaluated for unusual publication patterns by qualitatively assessing funnel plots of the ORs versus their SEs (28).
| Results |
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The remaining 14 studies were included in the primary analyses (Tables 1 and 2 ). The studies reported results in three ways: esophageal adenocarcinoma alone (10, 12-16, 47), cardia carcinoma alone (10, 14, 16, 47-50), or estimates that combined esophageal adenocarcinoma with cardia carcinoma (11, 18-20). The studies included 2,488 cases of esophageal adenocarcinoma (including those studies that combined esophageal and cardia carcinomas) and 2,509 cases of gastric cardia adenocarcinoma (excluding those studies that combined esophageal and cardia carcinoma; refs. 10-20, 48-50).
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We evaluated the possibility that a single, dominant study influenced the main results by systematically excluding each study, and evaluating its influence on the magnitude and heterogeneity of the main summary estimates. The evaluation for influential studies of the esophageal adenocarcinoma analyses showed a single such study (16); exclusion of this study provided homogeneous results for both genders combined (BMI > 25; OR, 1.9; 95% CI, 1.7-2.1; P = 0.45). This study by Lagergren et al. (16) showed a much stronger association between increased BMI and esophageal adenocarcinoma (OR, 7.6; 95% CI, 3.8-15.2) than was found in the other studies (Figs. 1 and 2). This study also differed from the other studies in that its outcome definition excluded distal esophageal cancers (all distal esophageal cancers within 2 cm of the gastroesophageal junction unless they also showed Barrett's esophagus). In contrast, a study that included only distal esophageal adenocarcinomas and cardia cancers found no significant association between cancer and increased BMI (18); see the discussion for a potential interpretation of this finding.
The evaluation for influential studies of the cardia adenocarcinoma analyses did not show any single influential study, although one study found an inverse association between BMI and the risk of cardia adenocarcinoma (50). The reason for this inverse association is unknown. In contrast, the other studies in the United States, Europe, and China showed a positive association or no association.
Publication Bias
The rank correlation test did not suggest the presence of publication bias for the main summary estimates for either esophageal adenocarcinoma (P = 0.52) or cardia carcinoma (P = 0.53). A review of funnel plots also did not show patterns suggestive of publication bias.
| Discussion |
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These results extend prior observational studies by permitting additional evaluation of subgroups (e.g., by gender and cancer site), the ability to more precisely evaluate risk with increasing BMI, and by providing more stable estimates of the BMI versus cancer associations. Examined singly, several existing observational studies did not show a consistent association between BMI and cancer: The differences in exposure definitions made comparisons between studies difficult and many studies lacked the power to make meaningful subgroup analyses. The stratification by site in this study suggested that BMI was not a clear risk factor in the studies that combined esophageal and cardia cancers together; however, a clearer association was shown when analyses were limited to studies of esophageal adenocarcinoma alone. This finding of a stronger association of BMI with more proximal esophageal adenocarcinomas was strengthened by the analysis of heterogeneity. This analysis showed that the BMI-cancer association was strongest in the study that primarily included only esophageal adenocarcinomas that were >2 cm from the gastroesophageal junction (16). Cumulatively, these findings suggest that the association between BMI and adenocarcinoma is weakest in the gastric cardia and increases with increasing distance from the gastroesophageal junction.
The association between increased BMI and esophageal and gastric cardia adenocarcinoma is consistent with a similar association seen with other cancers, although the biological mechanism remains unclear (9). One proposed pathway is that increased BMI may increase the risk of gastroesophageal reflux, which has been associated with Barrett's esophagus (a potentially precancerous condition) and esophageal adenocarcinoma; however, no study has investigated this entire pathway within a single population and some studies have not found a consistent relationship between BMI and reflux (14, 16, 51). Alternative mechanisms for the BMI-cancer association include potential alterations in endogenous hormone metabolism, such as insulin-like growth factor, estrogen, glucocorticoids, and insulin (16). More research is needed to better understand the mechanism through which obesity may cause esophageal adenocarcinoma to develop effective intervention programs.
Strengths of this analysis include the consistency of a positive BMI-esophageal adenocarcinoma association across different patient populations and between studies with different designs, the demonstration of an increased association with increasing BMI, the creation of more comparable BMI categories for each study (making risk estimates more comparable), the ability to stratify by cancer site, and the ability to assess the influence of including only estimates adjusted for potential confounders.
There are potential limitations of this analysis. First, only observational studies were available. The results of observational studies may be influenced by unmeasured confounders. Some factors, such as physical activity and dietary composition, may be related to BMI and were not routinely adjusted for in all studies; however, studies that included estimates with and without adjustment for these variables did not show a substantial influence of these factors on the risk estimates (16). In addition, an analysis we did that stratified by estimates adjusted versus not adjusted for potential confounders provided similar risk estimates (data not shown). Another limitation of observational studies is their inability to definitively establish when the putative risk factor may exert its influence and whether there is a minimum threshold level or duration of the risk factor required.
Our results support feasibility studies for whether reduction of BMI may decrease the risk of esophageal adenocarcinoma in high-risk populations. Patients with long-standing, frequent gastroesophageal reflux symptoms or Barrett's esophagus, for example, have an
40-fold increased risk of esophageal adenocarcinoma (52).
In conclusion, a synthesis of existing studies supports a positive association between increasing BMI and esophageal adenocarcinoma and between BMI and cardia carcinoma in certain populations. The stratification of data suggests that the cancer risk associated with increased BMI may increase with increasing distance from the gastroesophageal junction. The high fatality rates for esophageal and cardia adenocarcinoma, combined with the other adverse effects of high BMI, support current efforts at risk factor modification in the population in general, and the study of risk factor modification in populations at high risk of developing esophageal carcinoma in particular. More research is needed to understand the mechanism through which obesity may cause these cancers and whether interventions to lower BMI can decrease cancer risk.
| Footnotes |
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The costs of publication of this article were defrayed in part by the payment of page charges. This article must therefore be hereby marked advertisement in accordance with 18 U.S.C. Section 1734 solely to indicate this fact.
Received 11/ 7/05; revised 3/ 6/06; accepted 3/13/06.
| References |
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