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1.
MMWR Morb Mortal Wkly Rep ; 70(28): 985-990, 2021 Jul 16.
Artigo em Inglês | MEDLINE | ID: mdl-34264911

RESUMO

COVID-19 vaccination is critical to ending the COVID-19 pandemic. Members of minority racial and ethnic groups have experienced disproportionate COVID-19-associated morbidity and mortality (1); however, COVID-19 vaccination coverage is lower in these groups (2). CDC used data from CDC's Vaccine Safety Datalink (VSD)* to assess disparities in vaccination coverage among persons aged ≥16 years by race and ethnicity during December 14, 2020-May 15, 2021. Measures of coverage included receipt of ≥1 COVID-19 vaccine dose (i.e., receipt of the first dose of the Pfizer-BioNTech or Moderna COVID-19 vaccines or 1 dose of the Janssen COVID-19 vaccine [Johnson & Johnson]) and full vaccination (receipt of 2 doses of the Pfizer-BioNTech or Moderna COVID-19 vaccines or 1 dose of Janssen COVID-19 vaccine). Among 9.6 million persons aged ≥16 years enrolled in VSD during December 14, 2020-May 15, 2021, ≥1-dose coverage was 48.3%, and 38.3% were fully vaccinated. As of May 15, 2021, coverage with ≥1 dose was lower among non-Hispanic Black (Black) and Hispanic persons (40.7% and 41.1%, respectively) than it was among non-Hispanic White (White) persons (54.6%). Coverage was highest among non-Hispanic Asian (Asian) persons (57.4%). Coverage with ≥1 dose was higher among persons with certain medical conditions that place them at higher risk for severe COVID-19 (high-risk conditions) (63.8%) than it was among persons without such conditions (41.5%) and was higher among persons who had not had COVID-19 (48.8%) than it was among those who had (42.4%). Persons aged 18-24 years had the lowest ≥1-dose coverage (28.7%) among all age groups. Continued monitoring of vaccination coverage and efforts to improve equity in coverage are critical, especially among populations disproportionately affected by COVID-19.


Assuntos
Vacinas contra COVID-19/administração & dosagem , Seguro Saúde/estatística & dados numéricos , Cobertura Vacinal/estatística & dados numéricos , Adolescente , Adulto , Idoso , COVID-19/epidemiologia , COVID-19/etnologia , COVID-19/prevenção & controle , Prestação Integrada de Cuidados de Saúde , Etnicidade/estatística & dados numéricos , Feminino , Disparidades nos Níveis de Saúde , Humanos , Masculino , Pessoa de Meia-Idade , Grupos Raciais/estatística & dados numéricos , Estados Unidos/epidemiologia , Adulto Jovem
2.
JAMA ; 326(14): 1390-1399, 2021 10 12.
Artigo em Inglês | MEDLINE | ID: mdl-34477808

RESUMO

Importance: Safety surveillance of vaccines against COVID-19 is critical to ensure safety, maintain trust, and inform policy. Objectives: To monitor 23 serious outcomes weekly, using comprehensive health records on a diverse population. Design, Setting, and Participants: This study represents an interim analysis of safety surveillance data from Vaccine Safety Datalink. The 10 162 227 vaccine-eligible members of 8 participating US health plans were monitored with administrative data updated weekly and supplemented with medical record review for selected outcomes from December 14, 2020, through June 26, 2021. Exposures: Receipt of BNT162b2 (Pfizer-BioNTech) or mRNA-1273 (Moderna) COVID-19 vaccination, with a risk interval of 21 days for individuals after vaccine dose 1 or 2 compared with an interval of 22 to 42 days for similar individuals after vaccine dose 1 or 2. Main Outcomes and Measures: Incidence of serious outcomes, including acute myocardial infarction, Bell palsy, cerebral venous sinus thrombosis, Guillain-Barré syndrome, myocarditis/pericarditis, pulmonary embolism, stroke, and thrombosis with thrombocytopenia syndrome. Incidence of events that occurred among vaccine recipients 1 to 21 days after either dose 1 or 2 of a messenger RNA (mRNA) vaccine was compared with that of vaccinated concurrent comparators who, on the same calendar day, had received their most recent dose 22 to 42 days earlier. Rate ratios (RRs) were estimated by Poisson regression, adjusted for age, sex, race and ethnicity, health plan, and calendar day. For a signal, a 1-sided P < .0048 was required to keep type I error below .05 during 2 years of weekly analyses. For 4 additional outcomes, including anaphylaxis, only descriptive analyses were conducted. Results: A total of 11 845 128 doses of mRNA vaccines (57% BNT162b2; 6 175 813 first doses and 5 669 315 second doses) were administered to 6.2 million individuals (mean age, 49 years; 54% female individuals). The incidence of events per 1 000 000 person-years during the risk vs comparison intervals for ischemic stroke was 1612 vs 1781 (RR, 0.97; 95% CI, 0.87-1.08); for appendicitis, 1179 vs 1345 (RR, 0.82; 95% CI, 0.73-0.93); and for acute myocardial infarction, 935 vs 1030 (RR, 1.02; 95% CI, 0.89-1.18). No vaccine-outcome association met the prespecified requirement for a signal. Incidence of confirmed anaphylaxis was 4.8 (95% CI, 3.2-6.9) per million doses of BNT162b2 and 5.1 (95% CI, 3.3-7.6) per million doses of mRNA-1273. Conclusions and Relevance: In interim analyses of surveillance of mRNA COVID-19 vaccines, incidence of selected serious outcomes was not significantly higher 1 to 21 days postvaccination compared with 22 to 42 days postvaccination. While CIs were wide for many outcomes, surveillance is ongoing.


Assuntos
Vacinas contra COVID-19/efeitos adversos , Vacina de mRNA-1273 contra 2019-nCoV , Adolescente , Adulto , Idoso , Anafilaxia/epidemiologia , Anafilaxia/etiologia , Vacina BNT162 , Criança , Feminino , Seguimentos , Humanos , Masculino , Pessoa de Meia-Idade , Miocardite/epidemiologia , Miocardite/etiologia , Vigilância em Saúde Pública , Fatores de Tempo , Vacinas Sintéticas/efeitos adversos , Adulto Jovem , Vacinas de mRNA
3.
Epidemiology ; 31(6): 806-814, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-32841986

RESUMO

We use simulated data to examine the consequences of depletion of susceptibles for hazard ratio (HR) estimators based on a propensity score (PS). First, we show that the depletion of susceptibles attenuates marginal HRs toward the null by amounts that increase with the incidence of the outcome, the variance of susceptibility, and the impact of susceptibility on the outcome. If susceptibility is binary then the Bross bias multiplier, originally intended to quantify bias in a risk ratio from a binary confounder, also quantifies the ratio of the instantaneous marginal HR to the conditional HR as susceptibles are depleted differentially. Second, we show how HR estimates that are conditioned on a PS tend to be between the true conditional and marginal HRs, closer to the conditional HR if treatment status is strongly associated with susceptibility and closer to the marginal HR if treatment status is weakly associated with susceptibility. We show that associations of susceptibility with the PS matter to the marginal HR in the treated (ATT) though not to the marginal HR in the entire cohort (ATE). Third, we show how the PS can be updated periodically to reduce depletion-of-susceptibles bias in conditional estimators. Although marginal estimators can hit their ATE or ATT targets consistently without updating the PS, we show how their targets themselves can be misleading as they are attenuated toward the null. Finally, we discuss implications for the interpretation of HRs and their relevance to underlying scientific and clinical questions. See video Abstract: http://links.lww.com/EDE/B727.


Assuntos
Viés , Pontuação de Propensão , Modelos de Riscos Proporcionais , Estudos de Coortes , Humanos
4.
Am J Med ; 115(9): 689-94, 2003 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-14693320

RESUMO

PURPOSE: A long QT interval is a risk factor for arrhythmic events and sudden death. Whether moderate QT prolongation is associated with clinical events in community-dwelling elderly patients is uncertain. METHODS: We measured the QT interval in a population-based sample of 5888 men and women at least 65 years of age who were participants in the Cardiovascular Health Study. The association between Bazett's rate-corrected QT (QTc, in ms) and mortality during the subsequent 10 years was evaluated. We stratified participants by the presence or absence of coronary heart disease status at baseline, and adjusted for coronary heart disease risk factors. RESULTS: The rates of all-cause and coronary heart disease mortality were greater in participants with longer QTc intervals. Among participants without known coronary heart disease, those whose QTc interval was >450 ms were at increased risk of all-cause mortality (relative risk [RR] = 1.34; 95% confidence interval [CI]: 1.07 to 1.67) and coronary heart disease mortality (RR = 1.6; 95% CI: 1.0 to 2.5) when compared with participants whose QTc interval was <410 ms. The associations were stronger among those with known coronary heart disease (RR for all-cause mortality = 2.3; 95% CI: 1.6 to 3.3; and RR for coronary heart disease mortality = 2.0; 95% CI: 1.1 to 3.7). CONCLUSIONS: The QT interval from the standard electrocardiograms is of value for identification of elderly persons at increased risk of coronary heart disease and total mortality. A QTc interval >450 ms should prompt clinical evaluation and possible interventions to reduce the risk of coronary events.


Assuntos
Arritmias Cardíacas/mortalidade , Eletrocardiografia , Idoso , Arritmias Cardíacas/fisiopatologia , Causas de Morte , Doença das Coronárias/mortalidade , Doença das Coronárias/fisiopatologia , Feminino , Seguimentos , Frequência Cardíaca/fisiologia , Humanos , Masculino , Ensaios Clínicos Controlados Aleatórios como Assunto , Fatores de Risco , Estatística como Assunto , Análise de Sobrevida , Estados Unidos/epidemiologia
5.
Heart ; 100(11): 862-6, 2014 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-24714919

RESUMO

BACKGROUND AND OBJECTIVE: Inflammation and endothelial dysfunction have been implicated in the pathogenesis of atherosclerotic vascular disease. Brachial artery flow-mediated dilation (FMD) is a reliable, non-invasive method of assessing endothelial function. We hypothesised that increased levels of systemic inflammatory markers are associated with impaired endothelial function as assessed by FMD in a multi-ethnic cohort. METHODS: We assessed brachial artery FMD in 3501 participants (1739 men, 1762 women; median age 61 years) in the Multi-Ethnic Study of Atherosclerosis and measured serum concentrations of interleukin (IL)-6, C reactive protein (CRP) and tumour necrosis factor (TNF)-α receptor 1. Spearman correlation coefficients were used to evaluate the association of each inflammatory marker with FMD, adjusting for the effect of other variables associated with FMD. RESULTS: There was a significant inverse correlation between IL-6 levels and FMD (-0.042; p=0.02) after adjustment for age, gender, race/ethnicity, education, income, low-density lipoprotein, diabetes, glucose, hypertension status and treatment, waist circumference, triglycerides, baseline brachial diameter, recent infection and use of medications that may alter inflammation. There was no significant correlation between CRP and FMD (0.008; p=0.64) or TNF-α receptor 1 and FMD (0.014; p=0.57). There was no evidence of effect modification by race/ethnicity. CONCLUSIONS: In this multi-ethnic cohort, increased levels of the pro-inflammatory cytokine IL-6 were associated with impaired endothelial function assessed by FMD. Elevated IL-6 levels may reflect a state that promotes vascular inflammation and development of subclinical atherosclerosis independent of traditional cardiovascular risk factors.


Assuntos
Aterosclerose/fisiopatologia , Biomarcadores/sangue , Artéria Braquial/fisiopatologia , Endotélio Vascular/fisiopatologia , Etnicidade , Inflamação/fisiopatologia , Vasodilatação , Idoso , Idoso de 80 Anos ou mais , Aterosclerose/etnologia , Aterosclerose/etiologia , Artéria Braquial/diagnóstico por imagem , Proteína C-Reativa/metabolismo , Citocinas/sangue , Feminino , Seguimentos , Humanos , Inflamação/sangue , Inflamação/complicações , Masculino , Pessoa de Meia-Idade , Prevalência , Estudos Retrospectivos , Ultrassonografia , Estados Unidos/epidemiologia
6.
J Clin Epidemiol ; 66(8 Suppl): S110-21, 2013 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-23849144

RESUMO

OBJECTIVES: Estimates of treatment effectiveness in epidemiologic studies using large observational health care databases may be biased owing to inaccurate or incomplete information on important confounders. Study methods that collect and incorporate more comprehensive confounder data on a validation cohort may reduce confounding bias. STUDY DESIGN AND SETTING: We applied two such methods, namely imputation and reweighting, to Group Health administrative data (full sample) supplemented by more detailed confounder data from the Adult Changes in Thought study (validation sample). We used influenza vaccination effectiveness (with an unexposed comparator group) as an example and evaluated each method's ability to reduce bias using the control time period before influenza circulation. RESULTS: Both methods reduced, but did not completely eliminate, the bias compared with traditional effectiveness estimates that do not use the validation sample confounders. CONCLUSION: Although these results support the use of validation sampling methods to improve the accuracy of comparative effectiveness findings from health care database studies, they also illustrate that the success of such methods depends on many factors, including the ability to measure important confounders in a representative and large enough validation sample, the comparability of the full sample and validation sample, and the accuracy with which the data can be imputed or reweighted using the additional validation sample information.


Assuntos
Pesquisa Comparativa da Efetividade/estatística & dados numéricos , Influenza Humana/prevenção & controle , Mortalidade , Avaliação de Resultados em Cuidados de Saúde/estatística & dados numéricos , Estatística como Assunto , Vacinação/mortalidade , Adulto , Idoso , Idoso de 80 Anos ou mais , Estudos de Coortes , Bases de Dados Factuais/estatística & dados numéricos , Fatores Epidemiológicos , Feminino , Nível de Saúde , Humanos , Masculino , Washington/epidemiologia
7.
J Clin Epidemiol ; 62(7): 687-94, 2009 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-19124221

RESUMO

OBJECTIVE: The magnitude of the benefit of influenza vaccine among elderly individuals has been recently debated. Existing vaccine effectiveness estimates derive primarily from observational studies, which may be biased. In this paper, we provide a methodological examination of the potential sources of bias in observational studies of influenza vaccine effectiveness in seniors and propose design and analysis strategies to reduce bias in future studies. STUDY DESIGN AND SETTING: We draw parallels to bias documented in observational studies of therapies in other areas of medical research including pharmacoepidemiology, discuss reasons why existing adjustment methods in influenza studies may not adequately control for the bias, and evaluate statistical approaches that may yield more accurate estimation of influenza vaccine effectiveness. RESULTS: There is strong evidence for the presence of bias in existing observational estimates of influenza vaccine effectiveness in the elderly and the failure of current adjustment methods to reduce bias. CONCLUSION: Promising approaches for reducing bias include obtaining more accurate information on confounders, such as functional status, avoiding all-cause death in favor of outcomes, such as pneumonia or influenza-related pneumonia, and evaluating the extent to which bias is reduced by these and other methods using the 'control' period before influenza season.


Assuntos
Vacinas contra Influenza , Influenza Humana/prevenção & controle , Idoso , Viés , Fatores de Confusão Epidemiológicos , Interpretação Estatística de Dados , Medicina Baseada em Evidências/normas , Humanos , Programas de Imunização , Saúde Pública , Projetos de Pesquisa , Resultado do Tratamento , Vacinação
8.
Am J Epidemiol ; 163(10): 903-12, 2006 May 15.
Artigo em Inglês | MEDLINE | ID: mdl-16611667

RESUMO

Plasma sphingomyelin has been shown to be an independent risk factor for coronary heart disease, but the relation of plasma sphingomyelin to earlier, subclinical atherosclerotic disease has not been reported. The authors examined the association between plasma sphingomyelin and three measures of subclinical cardiovascular disease (carotid intimal-medial wall thickness, ankle-arm blood pressure index, and Agatston coronary artery calcium score) among 6,814 middle-aged, asymptomatic adults in the Multi-Ethnic Study of Atherosclerosis, which was initiated in 2000. The sphingomyelin level was positively correlated with lipids and the Framingham risk score (p < 0.01 for both), and the mean level was higher in women than men (50 (standard deviation (SD), 16) vs. 45 (SD, 15) mg/dl) (p < 0.01) and higher in never versus current smokers (49 (SD, 16) vs. 45 (SD, 17) mg/dl) (p < 0.01). Women with sphingomyelin levels of 60 or more mg/dl had more severe subclinical disease by all three measures than did the referent group with sphingomyelin levels of 39 or less mg/dl, although associations were not significant after multivariate adjustment for standard cardiovascular disease risk factors. Men with sphingomyelin levels of 60 or more mg/dl versus those with sphingomyelin levels of 39 or less mg/dl had higher calcium scores (135 vs. 99 Agatston units) (p = 0.01). These observations are consistent with the hypothesis that plasma sphingomyelin is in the biologic pathway that mediates the risk for subclinical disease attributable to standard cardiovascular disease risk factors.


Assuntos
Aterosclerose/sangue , Aterosclerose/etnologia , Esfingomielinas/sangue , Idoso , Idoso de 80 Anos ou mais , Aterosclerose/epidemiologia , Determinação da Pressão Arterial , Calcinose/sangue , Calcinose/epidemiologia , Calcinose/etnologia , Artérias Carótidas/patologia , Distribuição de Qui-Quadrado , Vasos Coronários/patologia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes , Análise de Regressão , Medição de Risco , Fatores de Risco , Estados Unidos/epidemiologia
9.
Radiology ; 235(2): 403-14, 2005 May.
Artigo em Inglês | MEDLINE | ID: mdl-15858082

RESUMO

PURPOSE: To quantify scanner and participant variability in attenuation values for computed tomographic (CT) images assessed for coronary calcium and define a method for standardizing attenuation values and calibrating calcium measurements. MATERIALS AND METHODS: Institutional review board approval and participant informed consent were obtained at all study sites. An image attenuation adjustment method involving the use of available calibration phantom data to define standard attenuation values was developed. The method was applied to images from two population-based multicenter studies: the Coronary Artery Risk Development in Young Adults study (3041 participants) and the Multi-Ethnic Study of Atherosclerosis (6814 participants). To quantify the variability in attenuation, analysis of variance techniques were used to compare the CT numbers of standardized torso phantom regions across study sites, and multivariate linear regression models of participant-specific calibration phantom attenuation values that included participant age, race, sex, body mass index (BMI), smoking status, and site as covariates were developed. To assess the effect of the calibration method on calcium measurements, Pearson correlation coefficients between unadjusted and attenuation-adjusted calcium measurements were computed. Multivariate models were used to examine the effect of sex, race, BMI, smoking status, unadjusted score, and site on Agatston score adjustments. RESULTS: Mean attenuation values (CT numbers) of a standard calibration phantom scanned beneath participants varied significantly according to scanner and participant BMI (P < .001 for both). Values were lowest for Siemens multi-detector row CT scanners (110.0 HU), followed by GE-Imatron electron-beam (116.0 HU) and GE LightSpeed multi-detector row scanners (121.5 HU). Values were also lower for morbidly obese (BMI, > or =40.0 kg/m(2)) participants (108.9 HU), followed by obese (BMI, 30.0-39.9 kg/m(2)) (114.8 HU), overweight (BMI, 25.0-29.9 kg/m(2)) (118.5 HU), and normal-weight or underweight (BMI, <25.0 kg/m(2)) (120.1 HU) participants. Agatston score calibration adjustments ranged from -650 to 1071 (mean, -8 +/- 50 [standard deviation]) and increased with Agatston score (P < .001). The direction and magnitude of adjustment varied significantly according to scanner and BMI (P < .001 for both) and were consistent with phantom attenuation results in that calibration resulted in score decreases for images with higher phantom attenuation values. CONCLUSION: Image attenuation values vary by scanner and participant body size, producing calcium score differences that are not due to true calcium burden disparities. Use of calibration phantoms to adjust attenuation values and calibrate calcium measurements in research studies and clinical practice may improve the comparability of such measurements between persons scanned with different scanners and within persons over time.


Assuntos
Calcinose/diagnóstico por imagem , Doença da Artéria Coronariana/diagnóstico por imagem , Durapatita/análise , Tomografia Computadorizada Espiral/estatística & dados numéricos , Tomografia Computadorizada por Raios X/estatística & dados numéricos , Algoritmos , Índice de Massa Corporal , Calibragem/normas , Interpretação Estatística de Dados , Feminino , Humanos , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Modelos Estatísticos , Imagens de Fantasmas , Fatores de Risco , Sensibilidade e Especificidade , Estatística como Assunto , Tomografia Computadorizada Espiral/instrumentação , Tomografia Computadorizada Espiral/normas , Tomografia Computadorizada por Raios X/instrumentação , Tomografia Computadorizada por Raios X/normas
10.
Radiology ; 234(1): 35-43, 2005 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-15618373

RESUMO

Calcified coronary artery plaque, measured at cardiac computed tomography (CT), is a predictor of cardiovascular disease and may play an increasing role in cardiovascular disease risk assessment. The Multi-Ethnic Study of Atherosclerosis (MESA) and the Coronary Artery Risk Development in Young Adults (CARDIA) study of the National Heart, Lung, and Blood Institute are population-based studies in which calcified coronary artery plaque was measured with electron-beam and multi-detector row CT and a standardized protocol in 6814 (MESA) and 3044 (CARDIA study) participants. The studies were approved by the appropriate institutional review board from the study site or agency, and written informed consent was obtained from each participant. Participation in the CT examination was high, image quality was good, and agreement for the presence of calcified plaque was high (kappa = 0.92, MESA; kappa = 0.77, CARDIA study). Extremely high agreement was observed between and within CT image analysts for the presence (kappa > 0.90, all) and amount (intraclass correlation coefficients, >0.99) of calcified plaque. Measurement of calcified coronary artery plaque with cardiac CT is well accepted by participants and can be implemented with consistently high-quality results with a standardized protocol and trained personnel. If predictive value of calcified coronary artery plaque for cardiovascular events proves sufficient to justify screening a segment of the population, then a standardized cardiac CT protocol is feasible and will provide reproducible results for health care providers and the public.


Assuntos
Calcinose/diagnóstico por imagem , Doença da Artéria Coronariana/diagnóstico por imagem , Tomografia Computadorizada por Raios X/métodos , Adulto , Calcinose/etnologia , Protocolos Clínicos , Doença da Artéria Coronariana/etnologia , Feminino , Humanos , Masculino , Controle de Qualidade , Projetos de Pesquisa , Medição de Risco , Tomografia Computadorizada por Raios X/normas , Estados Unidos
11.
Am J Epidemiol ; 156(9): 871-81, 2002 Nov 01.
Artigo em Inglês | MEDLINE | ID: mdl-12397006

RESUMO

The Multi-Ethnic Study of Atherosclerosis was initiated in July 2000 to investigate the prevalence, correlates, and progression of subclinical cardiovascular disease (CVD) in a population-based sample of 6,500 men and women aged 45-84 years. The cohort will be selected from six US field centers. Approximately 38% of the cohort will be White, 28% African-American, 23% Hispanic, and 11% Asian (of Chinese descent). Baseline measurements will include measurement of coronary calcium using computed tomography; measurement of ventricular mass and function using cardiac magnetic resonance imaging; measurement of flow-mediated brachial artery endothelial vasodilation, carotid intimal-medial wall thickness, and distensibility of the carotid arteries using ultrasonography; measurement of peripheral vascular disease using ankle and brachial blood pressures; electrocardiography; and assessments of microalbuminuria, standard CVD risk factors, sociodemographic factors, life habits, and psychosocial factors. Blood samples will be assayed for putative biochemical risk factors and stored for use in nested case-control studies. DNA will be extracted and lymphocytes will be immortalized for genetic studies. Measurement of selected subclinical disease indicators and risk factors will be repeated for the study of progression over 7 years. Participants will be followed through 2008 for identification and characterization of CVD events, including acute myocardial infarction and other coronary heart disease, stroke, peripheral vascular disease, and congestive heart failure; therapeutic interventions for CVD; and mortality.


Assuntos
Doença da Artéria Coronariana/etnologia , Idoso , Idoso de 80 Anos ou mais , Estudos de Coortes , Doença da Artéria Coronariana/diagnóstico , Doença da Artéria Coronariana/epidemiologia , Progressão da Doença , Métodos Epidemiológicos , Feminino , Objetivos , Humanos , Masculino , Pessoa de Meia-Idade , Prevalência , Projetos de Pesquisa , Fatores de Risco , Estados Unidos/epidemiologia
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