Solid lines represent point estimates and dashed lines are 95% CIs. Vertical dashed lines represent cutoff points for quintiles of whole grain intake.
eTable 1. Association of Intermediate Disease Outcomes With Change in Calorie-adjusted Whole Grain Intake
eTable 2. Hazard Ratio (95% CI) of Mortality Caused by Different Types of Cancer According to Whole Grain Intakes
eTable 3. Pooled Hazard Ratio (96% CI) of Mortality Due to Other Causes by Quintiles of Whole Grain Intake
eTable 4. Pooled Hazard Ratio (95% CI) of Mortality according to Quintiles of Intakes of Whole Grain Without Added Bran and Germ
eTable 5. Association Between Whole Grain Intake and CVD Mortality in Various Sensitivity Analyses
eTable 6. Pooled Hazard Ratio (95% CI) of Total and Cancer Mortality According to Quintiles of Total Bran and Germ Intakes
eTable 7. Pooled Hazard Ratio (95% CI) of Mortality by Intakes of Naturally Occurring Bran and Added Bran
eFigure. Pooled Hazard Ratio (95% CI) of Mortality with Serving-to-Serving Replacements Between Foods
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Wu H, Flint AJ, Qi Q, et al. Association Between Dietary Whole Grain Intake and Risk of Mortality: Two Large Prospective Studies in US Men and Women. JAMA Intern Med. 2015;175(3):373–384. doi:10.1001/jamainternmed.2014.6283
Higher intake of whole grains has been associated with a lower risk of major chronic diseases, such as type 2 diabetes mellitus and cardiovascular disease (CVD), although limited prospective evidence exists regarding whole grains’ association with mortality.
To examine the association between dietary whole grain consumption and risk of mortality.
Design, Setting, and Participants
We investigated 74 341 women from the Nurses’ Health Study (1984–2010) and 43 744 men from the Health Professionals Follow-Up Study (1986–2010), 2 large prospective cohort studies. All patients were free of CVD and cancer at baseline.
Main Outcomes and Measures
Hazard ratios (HRs) for total mortality and mortality due to CVD and cancer according to quintiles of whole grain consumption, which was updated every 2 or 4 years by using validated food frequency questionnaires.
We documented 26 920 deaths during 2 727 006 person-years of follow-up. After multivariate adjustment for potential confounders, including age, smoking, body mass index, physical activity, and modified Alternate Healthy Eating Index score, higher whole grain intake was associated with lower total and CVD mortality but not cancer mortality: the pooled HRs for quintiles 1 through 5, respectively, of whole grain intake were 1 (reference), 0.99 (95% CI, 0.95-1.02), 0.98 (95% CI, 0.95-1.02), 0.97 (95% CI, 0.93-1.01), and 0.91 (95% CI, 0.88-0.95) for total mortality (P fortrend < .001); 1 (reference), 0.94 (95% CI, 0.88-1.01), 0.94 (95% CI, 0.87-1.01), 0.87 (95% CI, 0.80-0.94), and 0.85 (95% CI, 0.78-0.92) for CVD mortality (P fortrend < .001); and 1 (reference), 1.02 (95% CI, 0.96-1.08), 1.05 (95% CI, 0.99-1.12), 1.04 (95% CI, 0.98-1.11), and 0.97 (95% CI, 0.91-1.04) for cancer mortality (P fortrend = .43). We further estimated that every serving (28 g/d) of whole grain consumption was associated with a 5% (95% CI, 2%-7%) lower total morality or a 9% (95% CI, 4%-13%) lower CVD mortality, whereas the same intake level was nonsignificantly associated with lower cancer mortality (HR, 0.98; 95% CI, 0.94-1.02). Similar inverse associations were observed between bran intake and CVD mortality, with a pooled HR of 0.80 (95% CI, 0.73-0.87; P fortrend < .001), whereas germ intake was not associated with CVD mortality after adjustment for bran intake.
Conclusions and Relevance
These data indicate that higher whole grain consumption is associated with lower total and CVD mortality in US men and women, independent of other dietary and lifestyle factors. These results are in line with recommendations that promote increased whole grain consumption to facilitate disease prevention.
Whole grains have been widely recommended in numerous dietary guidelines as a healthful food.1,2 Compared with refined carbohydrates, whole grains contain many beneficial nutrients and phytochemicals that primarily reside in the outer layers of grains that are removed during milling processes to produce refined grain products. In laboratory research and human feeding trials, whole grains, as well as constituents of whole grains, such as insoluble fiber, magnesium, and phytochemicals, consistently have beneficial effects on glucose metabolism,3-5 blood lipids,6 endothelial function,7 antioxidant activity,8 and inflammation.9,10 In addition, epidemiologic studies have consistently found inverse associations between whole grain intake and lower risk of type 2 diabetes mellitus11-13 and cardiovascular diseases (CVDs).12-14
Although these lines of evidence suggest beneficial effects of whole grain intake on overall health, data regarding whole grain intake and mortality were not entirely consistent. For instance, whole grain intake was significantly associated with lower total mortality risk in the Iowa Women’s Health Study,15,16 the Atherosclerosis Risk in Communities study,17 and the Norwegian County Study.18 In contrast, null associations were found among a healthy elderly population19 and among patients with diabetes.20 Regarding cause-specific mortality, an inverse association between whole grain intake and CVD mortality was consistently observed in previous studies,15,16,18-21 although only 3 studies15,16,18 evaluated cancer mortality and reported a nonsignificant reduced cancer mortality risk among whole grain eaters. The inconsistency of results may be explained in part by the heterogeneity in dietary assessments, baseline exclusion criteria, and population demographic and lifestyle characteristics. In particular, most previous studies17-20 only assessed the eating frequency of whole grain foods that may contain various proportions of actual whole grain contents. For example, some studies17,19 defined whole grain foods using the proportion of whole grain or bran of 25% or greater as the criterion and examined total servings per day of whole grain foods in relation to disease risk. This approach might bring in residual measurement error because the absolute amount of whole grain varies among the foods. Moreover, only one study,20 which was conducted among women with type 2 diabetes, explicitly examined the intake of added bran and germ in relation to total and cause-specific mortality.
Therefore, in the current study, we investigated the association between whole grain intake and total and cause-specific mortality in 2 large cohort studies with repeated assessments of diet and extended length of follow-up: the Nurses' Health Study (NHS) and the Health Professionals Follow-Up Study (HPFS). We also evaluated the association between bran and germ consumption and total and cause-specific mortality.
The study protocol was approved by the Human Research Committee of Brigham and Women's Hospital and the Harvard School of Public Health. The completion of the self-administered questionnaire was considered to imply written informed consent.
The NHS is a prospective cohort study of 121 700 female registered nurses aged 30 to 55 years from 11 states initiated in 1976. The HPFS cohort was established in 1986 with an enrollment of 51 529 US male health professionals aged 32 to 87 years from all 50 states. Through 2010, a response rate that exceeded 90% has been achieved in both cohorts.
For the current investigation, we excluded participants with cancer, stroke, or coronary heart disease (CHD) at baseline (1984 for the NHS and 1986 for the HPFS); those who had incomplete information for dietary data; and those who reported implausible total energy intake (<500 or >3500 kcal/d for the NHS and <800 or >4200 kcal/d for the HPFS). After exclusions, a total of 74 341 women and 43 744 men remained in the analysis.
Intakes of whole grains and other foods were assessed using validated food frequency questionnaires (FFQs) every 2 to 4 years.22,23 The FFQs inquired about mean consumption of foods (with a prespecified portion size) during the previous year using 9 categories of intake frequency, ranging from less than 1 per month to 6 or more per day. Open-ended questions were included for breakfast cereal brand names and foods that were not listed on the FFQ.
Intakes of whole grain were estimated from all grain-containing foods (rice, bread, pasta, and breakfast cereals) according to the dry weight of the whole grain ingredients in each food.24-26 Whole grain consumption from breakfast cereal was derived from more than 250 brand name cereals based on information provided by product labels and breakfast cereal manufacturers. In our study, whole grains included intact and pulverized forms that contained the expected proportion of bran, germ, and endosperm for the specific grain types. By definition, the following foods and ingredients were considered whole grains: whole wheat and whole wheat flour, whole oats and whole oat flour, whole cornmeal and whole corn flour, whole rye and whole rye flour, whole barley, bulgur, buckwheat, brown rice and brown rice flour, popcorn, amaranth, and psyllium. In the FFQ, we also asked the frequency of consuming added bran (oat bran and other bran) and added wheat germ. Intakes of bran and germ were derived directly from whole grain foods and those added to foods. Total bran and total germ are the sum of intakes from both sources.
Deaths were reported by the next of kin or the postal authorities or identified by searching the National Death Index.27 More than 97% of deaths can be identified in these cohorts.27 For all deaths, we sought death certificates and, when appropriate, requested permission from the next of kin to review medical records. The underlying cause of death was assigned according to the International Classification of Diseases, 8th Revision (ICD-8). In this analysis we also specifically considered deaths due to CVD (ICD-8 codes 390.0-458.9 or 795.0-795.9) or cancer (ICD-8 codes 140.0-207.9).
In both cohorts, information on body weight, medical history, lifestyle characteristics (eg, cigarette smoking and physical activity), disease diagnoses (diabetes, hypertension, and hypercholesterolemia), and other characteristics was collected at baseline and in biennial validated questionnaires. Alcohol and other dietary information was assessed and updated by validated FFQs. Detailed descriptions on the validity and reproducibility of self-reported body weight, physical activity, and alcohol consumption have been published elsewhere.28-30 A modified Alternate Healthy Eating Index (AHEI) score was calculated based on intakes of 10 foods and nutrients predictive of chronic disease risk, including fruits, vegetables, nuts and legumes, red or processed meat, sugar-sweetened beverages, alcohol, sodium, trans fat, long-chain ω-3 fats, and other polyunsaturated fats.31
We calculated person-years of follow-up from the return date of the first FFQ to the date of death or January 31, 2010, for the HPFS or June 30, 2010, for the NHS, whichever came first. We calculated and used the energy-adjusted residuals of whole grain intakes to control for total energy intake. To better represent long-term or habitual intake and to minimize within-person variation, we created and used the cumulative mean of energy-adjusted whole grain intake from all available dietary questionnaires from baseline through the end of follow-up.32 We replaced missing values in each FFQ with cumulative means based on prior assessments. To minimize the possibility of reverse causation bias, we stopped updating diet information after participants reported a diagnosis of diabetes, stroke, or CHD because diagnosis of these conditions led to changes in whole grain intake (eTable 1 in the Supplement). We then carried forward the cumulative means of dietary variables before the development of these diseases to represent diet for later follow-up.33 Because of differences in sex, follow-up time, and the questionnaires in the 2 cohorts, we conducted analyses separately for each cohort to facilitate better control of confounding. Cox proportional hazards models stratified on age (months) and calendar time (2-year intervals) were used to investigate the association of whole grain, bran, and germ consumption with total and cause-specific mortality. We used hazard ratios (HRs) to measure relative risks in higher intake quintiles compared with participants in the lowest quintiles, and 95% CIs were calculated for the HRs. In multivariate analysis, we controlled for age and ethnicity, as well as time-varying covariates, including body mass index (BMI; calculated as weight in kilograms divided by height in meters squared); smoking status; alcohol intake; physical activity; multivitamin use; aspirin use; a family history of heart disease, cancer, or diabetes; a history of hypertension, high cholesterol, or diabetes at baseline; total energy (in quintiles); and modified AHEI score (whole grain excluded). In the NHS, we also adjusted for menopausal status and postmenopausal hormone use. Proportional hazards assumption was tested by evaluating the significance of the interaction term between quintiles of whole grain consumption and period of follow-up, and no violation of the proportional hazards assumption was found (P = .17, .22, and .35 in the NHS and P = .29, .58, and .11 in the HPFS for total, CVD, and cancer mortality, respectively). Tests for trend were conducted by assigning the median value to each category and modeling this value as a continuous variable. In addition, we used restricted cubic spline regressions with 4 knots to examine the dose-response relationships between whole grain intake and risk of mortality. Tests for nonlinearity used the likelihood ratio test, comparing the model with only the linear term to the model with the linear and the cubic spline terms. We estimated the association of substituting whole grains for refined grains, red meat, and potato. The calculation of substitution effects was based on the differences of β coefficients between whole grains and a specific food, and their variances and covariance matrix were used to derive the 95% CI for the point estimate.34 The estimates of association across the 2 studies were pooled using a fixed-effects model.
All analyses were performed using SAS statistical software, version 9.3 (SAS Institute Inc). All P values presented are 2-tailed, and P < .05 was considered statistically significant.
Table 1 presents baseline characteristics by quintiles of whole grain intake. Men and women with higher intake of whole grains were more likely to be physically active and have a history of high cholesterol levels, were less likely to be current smokers, and had lower alcohol intake. In addition, a higher whole grain intake was associated with a better diet quality as reflected by the higher AHEI score.
In the NHS, during 26 years of follow-up (1 798 063 person-years), we documented 15 106 deaths, of which 2989 were CVD deaths and 5964 were cancer deaths (499 due to colorectal cancer, 1417 to lung cancer, and 895 to breast cancer). In the HPFS, with up to 24 years of follow-up (928 943 person-years), we documented 11 814 deaths, of which 3621 were CVD deaths and 3921 were cancer deaths (423 due to colorectal cancer, 739 to lung cancer, and 564 to prostate cancer). Table 2 gives the associations between whole grain consumption and total and cause-specific mortality. In age-adjusted analyses, a higher intake of whole grain was significantly associated with lower total and cause-specific mortality. Further adjustment for other potential confounders, especially physical activity, smoking, and BMI, attenuated these associations, although the statistical significance remained for associations with total and CVD mortality. The pooled HRs comparing extreme whole grain intake levels were 0.91 (95% CI, 0.88-0.95; P fortrend < .001) for total mortality and 0.85 (95% CI, 0.78-0.92; P for trend < .001) for CVD mortality. In contrast, the same multivariate adjustment abolished the associations for cancer mortality; the pooled HR was 0.97 (95% CI, 0.91-1.04; P fortrend = .43) comparing extreme intake levels. Further analyses revealed that whole grain intake was not significantly associated with mortality due to major types of cancer, including colorectal cancer, lung cancer, breast cancer, or prostate cancer (eTable 2 in the Supplement). The association for non-CVD and noncancer mortality is given in eTable 3 in the Supplement.
We further estimated that every serving (28 g/d) of whole grain consumption was associated with a 5% (95% CI, 2%-7%) lower total morality or a 9% (95% CI, 4%-13%) lower CVD mortality, whereas the same intake level was nonsignificantly associated with lower cancer mortality (HR, 0.98; 95% CI, 0.94-1.02). We consistently observed monotonic associations between whole grain consumption and total mortality (P for linearity = .047) and CVD mortality (P forlinearity = .003), and no evidence of nonlinearity was observed (Figure).
By using the same model adjustment, we further observed that each serving (28 g/d) of refined grains was associated with a small reduction in total mortality (pooled HR, 0.98; 95% CI, 0.97-0.99) but not with CVD mortality (pooled HR, 0.99; 95% CI, 0.97-1.01) or cancer mortality (pooled HR, 0.98; 95% CI, 0.97-1.00). In the substitution analyses, replacing 1 serving of refined grains or total red meat with 1 serving of whole grains daily was associated with lower CVD mortality: 8% (pooled HR, 0.92; 95% CI, 0.88-0.97) for replacing refined grains and 20% (pooled HR, 0.80; 95% CI, 0.75-0.86) for replacing red meat (eFigure in the Supplement). The corresponding substitution estimates were 4% and 10% for total mortality, respectively. Replacement of potato was not significantly associated with total or CVD mortality. Meanwhile, no significant associations were found for cancer mortality in substitution analyses (eFigure in the Supplement). The associations between whole grain intake and CVD mortality largely persisted among participants with various risk profiles defined by age, BMI, physical activity, smoking status, and AHEI score (Table 3, all P forinteraction ≥.21). In addition, whole grain without added bran or germ was also associated with lower total and CVD mortality to a similar extent (eTable 4 in the Supplement).
In several sensitivity analyses, we updated participants’ diet throughout follow-up regardless of disease occurrence and applied a 4-year lag between exposure and the occurrence of deaths; further stopped updating diet information after intermediate (hypertension and hypercholesterolemia) diagnosis; adjusted for incidence of intermediate outcomes; used baseline whole grain intakes, which did not account for different trends of whole grain intakes over time; or used a multiple imputation procedure with 5 rounds of imputation to impute missing data of exposures and covariates and repeated the analyses. The association between whole grain intake and mortality did not change materially in these analyses (eTable 5 in the Supplement).
The age-adjusted correlation coefficient for association between intake of whole grain and total bran was 0.87 for women and 0.85 for men, and these figures were both 0.79 for association of whole grain and total germ in men and women. Total bran consumption was significantly associated with lower total and CVD mortality. The pooled HRs comparing extreme quintiles of total bran intake were 0.80 (95% CI, 0.73-0.87; P fortrend < .001) for CVD mortality (Table 4) and 0.94 (95% CI, 0.90-0.99; P fortrend = .02) for total mortality (eTable 6 in the Supplement) in multivariate adjustment models. Added bran had similar benefits as naturally occurring bran (eTable 7 in the Supplement). We did not find a significant association between total germ intake and risk of mortality after further adjustment for total bran intake.
In these 2 cohorts of US men and women, we found that a higher whole grain intake, with or without added bran or germ, was associated with reduced mortality, especially deaths due to CVD. These associations were independent of demographic and lifestyle predictors of mortality, as well as the overall dietary quality, and largely persisted among participants with various risk profiles.
The associations between whole grain foods and total and cause-specific mortality have been examined in several prior investigations. In the first investigation among the Iowa Women’s Health Study, Jacobs et al16 found that baseline whole grain foods (dark bread, whole grain breakfast cereal, popcorn, and other foods that contain various whole grain contents) were significantly associated with a lower CHD mortality, which was primarily ascribed to dark bread. In updated analyses in the same cohort with extended follow-up, total servings of whole grain foods were significantly associated with a lower all-cause and CVD mortality but not cancer mortality.15 In the Atherosclerosis Risk in Communities study, total whole grain food consumption was significantly associated with a reduced all-cause mortality, but associations with cause-specific mortality were not examined.17 In a Norwegian cohort, dark bread was associated with lower total and various cause-specific mortality with similar strength.18 In contrast, in studies conducted among a healthy elderly population19 or patients with diabetes,20 whole grain intakes were significantly associated with a lower CVD mortality only. Overall, results regarding lower CVD mortality are concordant with numerous previous studies reporting inverse associations between whole grain intake and risk of diabetes,11-13 hypertension,17,35,36 and CVD.12-14 Several clinic trials also found beneficial effects of whole grain intake on CVD risk factors, such as lipid profiles,37,38 blood pressure,39,40 insulin sensitivity, and glucose metabolism.5,39
In contrast, associations between whole grain intakes and cancer mortality remain inconclusive. Consistent with our results, several previous investigations have reported an inverse association between whole grain intake and cancer mortality that was much attenuated after further adjustment for other healthful lifestyle and dietary factors correlated with whole grain intake.15,16,18 Associations between whole grain intake and cancer incidence may depend on the population characteristics and vary by specific types of cancer. For example, a meta-analysis41 of 25 prospective studies found that whole grain intake was associated with a reduced risk of colorectal cancer, whereas other studies did not find significant associations with endometrial cancer,42,43 ovarian cancer,44 breast cancer,45,46 or prostate cancer.47 Consistent with the evidence of incident cancer, we observed that whole grain consumption was associated with lower mortality due to colorectal cancer in men, but no significant associations with mortality due to lung cancer, prostate cancer, or breast cancer were found. Future studies with larger sample sizes of various cancers causing death are needed to replicate our observation.
An interesting finding of our study is that intakes of bran but not germ were significantly associated with reduced CVD mortality. Consistently, results from previous analyses in the NHS and HPFS also suggested that the bran component, but not germ, was significantly associated with reduced risk of diabetes,11 hypertension,36 CHD,25 or CVD mortality among those with diabetes,20 after mutual adjustments of bran and germ. These lines of evidence suggest that the association for germ may not be independent of that of bran. Another possible explanation for null associations for germ may be that absolute intake level for germ in our study is rather low. The observed significant associations for bran are in line with proposed mechanisms that attribute the benefits of whole grains primarily to nutrients and phytochemicals that exist in the bran portion.25 Bran is a rich source of fiber, B-group vitamins, vitamin E, magnesium, and phytochemicals, which may potentially explain whole grains’ favorable effects.48 For instance, fiber, primarily found in the bran, may reduce the risk of certain chronic diseases, in particular CVD, metabolic syndrome, diabetes, and certain cancers.49,50 Antioxidant phytochemicals found in wheat bran fractions, such as phenolic acids and alkylresorcinols, may modulate cellular oxidative status and prevent oxidative damage to biologically important molecules, such as DNA, proteins, and membrane lipids.51 In addition, magnesium has potentially favorable effects on insulin sensitivity and diabetes risk,3 blood pressure,52 and cardiovascular health.53
The strengths of our study include a large sample size, a high follow-up rate, long duration of follow-up, repeated assessments of diet, multivariate adjustment, and assessments of whole grain contents from various food sources. In addition, all participants were health care professionals, which may help minimize potential confounding by educational attainment or socioeconomic status.
There are also several limitations of our study. First, although we carefully adjusted for multiple dietary and lifestyle factors, residual or unmeasured confounding might still exist and may therefore hinder causal inference based on these observations. Second, measurement errors in whole grain intake and other dietary factors are inevitable, although the FFQs used in our cohorts have been validated against diet records with reasonable reproducibility and validity.22,23 Because of the prospective study design, misclassification of whole grain intake was unlikely to be correlated with study outcome ascertainment and therefore more likely to attenuate true associations toward the null. Moreover, we calculated cumulative means for dietary intakes to reduce random measurement errors and represent long-term dietary habits.32 On the other hand, despite the fact that we calculated whole grain intake from all relevant foods compared with previous studies17,19 that focused on whole grain foods only, the inverse association with CVD mortality was consistently observed in the current and previous investigations, suggesting that the associations are largely robust to various degrees of measurement errors. Third, the participants included in our study were predominantly middle-aged and older health care professions of European ancestry, and it is unknown whether our findings could be generalized to other demographic or ethnic groups.
In summary, these data from 2 large prospective cohort studies consistently found significant inverse associations of whole grain intake and mortality, especially CVD mortality. In addition, the bran portion of the whole grain foods, as well as bran added to foods, was significantly associated with a lower CVD mortality. These findings further support current dietary guidelines that recommend increasing whole grain consumption to facilitate primary and secondary prevention of chronic diseases and also provide promising evidence that suggests a diet enriched with whole grains may confer benefits toward extended life expectancy.
Accepted for Publication: September 27, 2014.
Corresponding Author: Qi Sun, MD, ScD, Department of Nutrition, Harvard School of Public Health, 665 Huntington Ave, Boston, MA 02115 (email@example.com).
Published Online: January 5, 2015. doi:10.1001/jamainternmed.2014.6283.
Author Contributions: Dr Sun had full access to all the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis.
Study concept and design: Wu, Willett, Hu, Sun.
Acquisition, analysis, or interpretation of data: All authors.
Drafting of the manuscript: Wu, Qi, Sampson, Hu.
Critical revision of the manuscript for important intellectual content: Wu, Flint, Qi, van Dam, Rimm, Holmes, Willett, Hu, Sun.
Statistical analysis: Wu, Qi, Willett, Sun.
Obtained funding: Holmes, Willett, Hu.
Administrative, technical, or material support: Flint, Sampson, Rimm, Hu.
Study supervision: Willett, Hu, Sun.
Conflict of Interest Disclosures: None reported.
Funding/Support: This work was supported by research grants R01 DK58845 (Dr Hu), P01 CA87969, R01 HL034594, UM1 CA167552 (Dr Willett), R01 HL35464 (Dr Rimm), HL60712 (Dr Hu), U54CA155626 (Dr Hu), and CA055075 from the National Institutes of Health and Career Development Award R00HL098459 from the National Heart, Lung, and Blood Institute (Dr Sun).
Role of the Funder/Sponsor: The funding source had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and the decision to submit the manuscript for publication.
Additional Contributions: The participants and staff of the NHS and HPFS and the following state cancer registries provided valuable contributions: Alabama, Arizona, Arkansas, California, Colorado, Connecticut, Delaware, Florida, Georgia, Idaho, Illinois, Indiana, Iowa, Kentucky, Louisiana, Maine, Maryland, Massachusetts, Michigan, Nebraska, New Hampshire, New Jersey, New York, North Carolina, North Dakota, Ohio, Oklahoma, Oregon, Pennsylvania, Rhode Island, South Carolina, Tennessee, Texas, Virginia, Washington, and Wyoming. In addition, this study was approved by the Connecticut Department of Public Health Human Investigations Committee. Certain data used in this publication were obtained from the Connecticut Department of Public Health.
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