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The Journal of Thoracic and Cardiovascular Surgery | 2009

An empirically based tool for analyzing mortality associated with congenital heart surgery

Sean M. O'Brien; David R. Clarke; Jeffrey P. Jacobs; Marshall L. Jacobs; François Lacour-Gayet; Christian Pizarro; Karl F. Welke; Bohdan Maruszewski; Zdzislaw Tobota; Weldon J. Miller; Leslie Hamilton; Eric D. Peterson; Constantine Mavroudis; Fred H. Edwards

OBJECTIVE Analysis of congenital heart surgery results requires a reliable method of estimating the risk of adverse outcomes. Two major systems in current use are based on projections of risk or complexity that were predominantly subjectively derived. Our goal was to create an objective, empirically based index that can be used to identify the statistically estimated risk of in-hospital mortality by procedure and to group procedures into risk categories. METHODS Mortality risk was estimated for 148 types of operative procedures using data from 77,294 operations entered into the European Association for Cardiothoracic Surgery (EACTS) Congenital Heart Surgery Database (33,360 operations) and the Society of Thoracic Surgeons (STS) Congenital Heart Surgery Database (43,934 patients) between 2002 and 2007. Procedure-specific mortality rate estimates were calculated using a Bayesian model that adjusted for small denominators. Each procedure was assigned a numeric score (the STS-EACTS Congenital Heart Surgery Mortality Score [2009]) ranging from 0.1 to 5.0 based on the estimated mortality rate. Procedures were also sorted by increasing risk and grouped into 5 categories (the STS-EACTS Congenital Heart Surgery Mortality Categories [2009]) that were chosen to be optimal with respect to minimizing within-category variation and maximizing between-category variation. Model performance was subsequently assessed in an independent validation sample (n = 27,700) and compared with 2 existing methods: Risk Adjustment for Congenital Heart Surgery (RACHS-1) categories and Aristotle Basis Complexity scores. RESULTS Estimated mortality rates ranged across procedure types from 0.3% (atrial septal defect repair with patch) to 29.8% (truncus plus interrupted aortic arch repair). The proposed STS-EACTS score and STS-EACTS categories demonstrated good discrimination for predicting mortality in the validation sample (C-index = 0.784 and 0.773, respectively). For procedures with more than 40 occurrences, the Pearson correlation coefficient between a procedures STS-EACTS score and its actual mortality rate in the validation sample was 0.80. In the subset of procedures for which RACHS-1 and Aristotle Basic Complexity scores are defined, discrimination was highest for the STS-EACTS score (C-index = 0.787), followed by STS-EACTS categories (C-index = 0.778), RACHS-1 categories (C-index = 0.745), and Aristotle Basic Complexity scores (C-index = 0.687). When patient covariates were added to each model, the C-index improved: STS-EACTS score (C-index = 0.816), STS-EACTS categories (C-index = 0.812), RACHS-1 categories (C-index = 0.802), and Aristotle Basic Complexity scores (C-index = 0.795). CONCLUSION The proposed risk scores and categories have a high degree of discrimination for predicting mortality and represent an improvement over existing consensus-based methods. Risk models incorporating these measures may be used to compare mortality outcomes across institutions with differing case mixes.


Cardiology in The Young | 2006

The nomenclature, definition and classification of hypoplastic left heart syndrome

Christo I. Tchervenkov; Jeffrey P. Jacobs; Paul M. Weinberg; Vera Demarchi Aiello; Marie J. Béland; Steven D. Colan; Martin J. Elliott; Rodney Franklin; J. William Gaynor; Otto N. Krogmann; Hiromi Kurosawa; Bohdan Maruszewski; Giovanni Stellin

The hypoplastic left heart syndrome encompasses a spectrum of cardiac malformations that are characterized by significant underdevelopment of the components of the left heart and the aorta, including the left ventricular cavity and mass. At the severe end of the spectrum is found the combination of aortic and mitral atresia, when the left ventricle can be close to non-existent. At the mild end are the patients with hypoplasia of the aortic and mitral valves, but without intrinsic valvar stenosis or atresia, and milder degrees of left ventricular hypoplasia. Although the majority of the patients are suitable only for functionally univentricular repair, a small minority may be candidates for biventricular repair. The nature of the syndrome was a topic for discussion at the second meeting of the International Working Group for Mapping and Coding of Nomenclatures for Paediatric and Congenital Heart Disease, the Nomenclature Working Group, held in Montreal, Canada, over the period January 17 through 19, 2003. Subsequent to these discussions, the Nomenclature Working Group was able to create a bidirectional crossmap between the nomenclature initially produced jointly on behalf of the European Association for Cardio-Thoracic Surgery and the Society of Thoracic Surgeons, and the alternative nomenclature developed on behalf of the Association for European Paediatric Cardiology. This process is a part of the overall efforts of the Nomenclature Working Group to create a comprehensive and all-inclusive international system of nomenclature for paediatric and congenital cardiac disease, the International Paediatric and Congenital Cardiac Code. In this review, we discuss the evolution of nomenclature and surgical treatment for the spectrum of lesions making up the hypoplastic left heart syndrome and its related malformations. We also present the crossmap of the associated terms for diagnoses and procedures, as recently completed by the Nomenclature Working Group.


The Japanese Journal of Thoracic and Cardiovascular Surgery | 2002

Congenital heart surgery nomenclature and database project

Hiromi Kurosawa; J. William Gaynor; Jeffrey P. Jacobs; Marshall L. Jacobs; Martin Elliott; François Lacour-Gayet; Christo I. Tchervenkov; Bohdan Maruszewski; Constantine Mavroudis

In 1998, the first report of the Society of Thoracic Surgery (STS) National Congenital Heart Surgery Database defined clinical features for 18 congenital heart disease categories, providing a significant amount of important information and pinpointing database strengths and weaknesses. Following this report, the STS Congenital Heart Surgery Committee, working with the European Association of Cardio-Thoracic Surgery and the European Congenital Heart Surgeons Foundation, initiated the International Congenital Heart Surgery and Nomenclature Database Project. To standardize nomenclature and reporting strategies and establish a foundation for an international congenital heart surgery database. The project’s first report was published in the Annals of Thoracic Surgery in April 2000. The current report outlines modifications to the minimal dataset and diagnosis and procedure short lists.


Circulation | 2010

Scimitar Syndrome A European Congenital Heart Surgeons Association (ECHSA) Multicentric Study

Vladimiro L. Vida; Massimo A. Padalino; Giovanna Boccuzzo; Erjon Tarja; Hakan Berggren; Thierry Carrel; Sertaç Çiçek; Giancarlo Crupi; Duccio Di Carlo; Roberto M. Di Donato; José Fragata; Mark G. Hazekamp; Viktor Hraska; Bohdan Maruszewski; Dominique Metras; Marco Pozzi; René Prêtre; Jean Rubay; Heikki Sairanen; George E. Sarris; Christian Schreiber; Bart Meyns; Tomas Tlaskal; Andreas Urban; Gaetano Thiene; Giovanni Stellin

Background— Scimitar syndrome is a rare congenital heart disease. To evaluate the surgical results, we embarked on the European Congenital Heart Surgeons Association (ECHSA) multicentric study. Methods and Results— From January 1997 to December 2007, we collected data on 68 patients who underwent surgery for scimitar syndrome. Primary outcomes included hospital mortality and the efficacy of repair at follow-up. Median age at surgery was 1.4 years (interquartile range, 0.46 to 7.92 years). Forty-four patients (64%) presented with symptoms. Surgical repair included intraatrial baffle in 38 patients (56%; group 1) and reimplantation of the scimitar vein onto the left atrium in 21 patients (31%; group 2). Eight patients underwent right pneumectomy, and 1 had a right lower lobe lobectomy (group 3). Four patients died in hospital (5.9%; 1 patient in group 1, 2.6%; 3 patients in group 3, 33%). Median follow-up time was 4.5 years. There were 2 late deaths (3.1%) resulting from severe pulmonary arterial hypertension. Freedom from scimitar drainage stenosis at 13 years was 83.8% in group 1 and 85.8% in group 2. Four patients in group 1 were reoperated, and 3 patients (2 in group 1 [6%] and 1 in group 2 [4.8%]) required balloon dilation/stenting for scimitar drainage stenosis. Conclusions— The surgical treatment of this rare syndrome is safe and effective. The majority of patients were asymptomatic at the follow-up control. There were a relatively high incidence of residual scimitar drainage stenosis that is similar between the 2 reported corrective surgical techniques used. # Clinical Perspective {#article-title-44}Background— Scimitar syndrome is a rare congenital heart disease. To evaluate the surgical results, we embarked on the European Congenital Heart Surgeons Association (ECHSA) multicentric study. Methods and Results— From January 1997 to December 2007, we collected data on 68 patients who underwent surgery for scimitar syndrome. Primary outcomes included hospital mortality and the efficacy of repair at follow-up. Median age at surgery was 1.4 years (interquartile range, 0.46 to 7.92 years). Forty-four patients (64%) presented with symptoms. Surgical repair included intraatrial baffle in 38 patients (56%; group 1) and reimplantation of the scimitar vein onto the left atrium in 21 patients (31%; group 2). Eight patients underwent right pneumectomy, and 1 had a right lower lobe lobectomy (group 3). Four patients died in hospital (5.9%; 1 patient in group 1, 2.6%; 3 patients in group 3, 33%). Median follow-up time was 4.5 years. There were 2 late deaths (3.1%) resulting from severe pulmonary arterial hypertension. Freedom from scimitar drainage stenosis at 13 years was 83.8% in group 1 and 85.8% in group 2. Four patients in group 1 were reoperated, and 3 patients (2 in group 1 [6%] and 1 in group 2 [4.8%]) required balloon dilation/stenting for scimitar drainage stenosis. Conclusions— The surgical treatment of this rare syndrome is safe and effective. The majority of patients were asymptomatic at the follow-up control. There were a relatively high incidence of residual scimitar drainage stenosis that is similar between the 2 reported corrective surgical techniques used.


Cardiology in The Young | 2008

Nomenclature and databases for the surgical treatment of congenital cardiac disease - an updated primer and an analysis of opportunities for improvement

Jeffrey P. Jacobs; Marshall L. Jacobs; Constantine Mavroudis; Carl L. Backer; François Lacour-Gayet; Christo I. Tchervenkov; Rodney Franklin; Marie J. Béland; Kathy J. Jenkins; Hal Walters; Emile A. Bacha; Bohdan Maruszewski; Hiromi Kurosawa; David R. Clarke; J. William Gaynor; Thomas L. Spray; Giovanni Stellin; Tjark Ebels; Otto N. Krogmann; Vera Demarchi Aiello; Steven D. Colan; Paul M. Weinberg; Jorge M. Giroud; Allen D. Everett; Gil Wernovsky; Martin J. Elliott; Fred H. Edwards

This review discusses the historical aspects, current state of the art, and potential future advances in the areas of nomenclature and databases for the analysis of outcomes of treatments for patients with congenitally malformed hearts. We will consider the current state of analysis of outcomes, lay out some principles which might make it possible to achieve life-long monitoring and follow-up using our databases, and describe the next steps those involved in the care of these patients need to take in order to achieve these objectives. In order to perform meaningful multi-institutional analyses, we suggest that any database must incorporate the following six essential elements: use of a common language and nomenclature, use of an established uniform core dataset for collection of information, incorporation of a mechanism of evaluating case complexity, availability of a mechanism to assure and verify the completeness and accuracy of the data collected, collaboration between medical and surgical subspecialties, and standardised protocols for life-long follow-up. During the 1990s, both The European Association for Cardio-Thoracic Surgery and The Society of Thoracic Surgeons created databases to assess the outcomes of congenital cardiac surgery. Beginning in 1998, these two organizations collaborated to create the International Congenital Heart Surgery Nomenclature and Database Project. By 2000, a common nomenclature, along with a common core minimal dataset, were adopted by The European Association for Cardio-Thoracic Surgery and The Society of Thoracic Surgeons, and published in the Annals of Thoracic Surgery. In 2000, The International Nomenclature Committee for Pediatric and Congenital Heart Disease was established. This committee eventually evolved into the International Society for Nomenclature of Paediatric and Congenital Heart Disease. The working component of this international nomenclature society has been The International Working Group for Mapping and Coding of Nomenclatures for Paediatric and Congenital Heart Disease, also known as the Nomenclature Working Group. By 2005, the Nomenclature Working Group crossmapped the nomenclature of the International Congenital Heart Surgery Nomenclature and Database Project of The European Association for Cardio-Thoracic Surgery and The Society of Thoracic Surgeons with the European Paediatric Cardiac Code of the Association for European Paediatric Cardiology, and therefore created the International Paediatric and Congenital Cardiac Code, which is available for free download from the internet at [http://www.IPCCC.NET]. This common nomenclature, the International Paediatric and Congenital Cardiac Code, and the common minimum database data set created by the International Congenital Heart Surgery Nomenclature and Database Project, are now utilized by both The European Association for Cardio-Thoracic Surgery and The Society of Thoracic Surgeons. Between 1998 and 2007 inclusive, this nomenclature and database was used by both of these two organizations to analyze outcomes of over 150,000 operations involving patients undergoing surgical treatment for congenital cardiac disease. Two major multi-institutional efforts that have attempted to measure the complexity of congenital heart surgery are the Risk Adjustment in Congenital Heart Surgery-1 system, and the Aristotle Complexity Score. Current efforts to unify the Risk Adjustment in Congenital Heart Surgery-1 system and the Aristotle Complexity Score are in their early stages, but encouraging. Collaborative efforts involving The European Association for Cardio-Thoracic Surgery and The Society of Thoracic Surgeons are under way to develop mechanisms to verify the completeness and accuracy of the data in the databases. Under the leadership of The MultiSocietal Database Committee for Pediatric and Congenital Heart Disease, further collaborative efforts are ongoing between congenital and paediatric cardiac surgeons and other subspecialties, including paediatric cardiac anaesthesiologists, via The Congenital Cardiac Anesthesia Society, paediatric cardiac intensivists, via The Pediatric Cardiac Intensive Care Society, and paediatric cardiologists, via the Joint Council on Congenital Heart Disease and The Association for European Paediatric Cardiology. In finalizing our review, we emphasise that analysis of outcomes must move beyond mortality, and encompass longer term follow-up, including cardiac and non cardiac morbidities, and importantly, those morbidities impacting health related quality of life. Methodologies must be implemented in these databases to allow uniform, protocol driven, and meaningful, long term follow-up.


Cardiology in The Young | 2008

The improvement of care for paediatric and congenital cardiac disease across the World: a challenge for the World Society for Pediatric and Congenital Heart Surgery

Christo I. Tchervenkov; Jeffrey P. Jacobs; Pierre Luc Bernier; Giovanni Stellin; Hiromi Kurosawa; Constantine Mavroudis; Richard A. Jonas; Sertaç Çiçek; Zohair Al-Halees; Martin J. Elliott; Marcelo Biscegli Jatene; Robin H. Kinsley; Christian Kreutzer; Juan Leon-Wyss; Jinfen Liu; Bohdan Maruszewski; Graham R. Nunn; Samuel Ramirez-Marroquin; Néstor Sandoval; Shunji Sano; George E. Sarris; Rajesh Sharma; Ayman Shoeb; Thomas L. Spray; Ross M. Ungerleider; Hervé Yangni-Angate; Gerhard Ziemer

The diagnosis and treatment for paediatric and congenital cardiac disease has undergone remarkable progress over the last 60 years. Unfortunately, this progress has been largely limited to the developed world. Yet every year approximately 90% of the more than 1,000,000 children who are born with congenital cardiac disease across the world receive either suboptimal care or are totally denied care.While in the developed world the focus has changed from an effort to decrease post-operative mortality to now improving quality of life and decreasing morbidity, which is the focus of this Supplement, the rest of the world still needs to develop basic access to congenital cardiac care. The World Society for Pediatric and Congenital Heart Surgery [http://www.wspchs.org/] was established in 2006. The Vision of the World Society is that every child born anywhere in the world with a congenital heart defect should have access to appropriate medical and surgical care. The Mission of the World Society is to promote the highest quality comprehensive care to all patients with pediatric and/or congenital heart disease, from the fetus to the adult, regardless of the patients economic means, with emphasis on excellence in education, research and community service.We present in this article an overview of the epidemiology of congenital cardiac disease, the current and future challenges to improve care in the developed and developing world, the impact of the globalization of cardiac surgery, and the role that the World Society should play. The World Society for Pediatric and Congenital Heart Surgery is in a unique position to influence and truly improve the global care of children and adults with congenital cardiac disease throughout the world [http://www.wspchs.org/].


European Journal of Cardio-Thoracic Surgery | 2003

Optimal Structure of a Congenital Heart Surgery Department in Europe: by EACTS Congenital Heart Disease Committee1

Willem Daenen; Francois Lacour-Gayet; T. Aberg; Juan V. Comas; S.H. Daebritz; R. Di Donato; J.R.L. Hamilton; Harald Lindberg; Bohdan Maruszewski; J. Monro

2003;24:343-351 Eur J Cardiothorac Surg Hamilton, H. Lindberg, B. Maruszewski and J. Monro W. Daenen, F. Lacour-Gayet, T. Aberg, J.V. Comas, S.H. Daebritz, R. Di Donato, J.R.L. 1 Congenital Heart Disease Committee Optimal Structure of a Congenital Heart Surgery Department in Europe: by EACTS This information is current as of April 16, 2008 http://ejcts.ctsnetjournals.org/cgi/content/full/24/3/343 the World Wide Web at: The online version of this article, along with updated information and services, is located on


European Journal of Cardio-Thoracic Surgery | 2000

Presentation of the International Nomenclature for Congenital Heart Surgery. The long way from nomenclature to collection of validated data at the EACTS

François Lacour-Gayet; Bohdan Maruszewski; Constantine Mavroudis; Jeffrey P. Jacobs; Martin Elliott

An International Nomenclature for Congenital Heart Surgery was officially adopted at the Annual Meeting of the EACTS in Glasgow, UK on September 6, 1999. This nomenclature was achieved following 1 years work of the International Nomenclature and Data Base Committee for Congenital Heart Surgery of the Society of Thoracic Surgeons. This international group included members from the STS, AATS, AHA and EACTS and associated surgeons and cardiologists from United States, Canada, Australia and Europe. The Nomenclature includes a minimal data set of 21 items and lists of 150 diagnoses, 200 procedures, 32 complications and 28 extra cardiac anomalies and preoperative risk factors. It will serve as a basis for the Pediatric European Cardiac Surgical Registry (http://www.pediatric. ecsur.org). The outcome of such an International Nomenclature represents an important event for the medical community in charge of treating patients with congenital heart diseases. It will allow scientific exchanges on an international scale and promote multicenter evaluation of congenital heart surgery. Nevertheless, this Nomenclature is only the first step. Further collection of validated data at the Pediatric ECSUR Data Base requires ethical belief, time consumption and financial resources. Comparison of results, according to pathologies, across centers and countries will help define, in the future, official European standards of Quality of Care available for health care organizations, public scrutiny and governmental agencies.


European Journal of Cardio-Thoracic Surgery | 2012

Initial application in the EACTS and STS Congenital Heart Surgery Databases of an empirically derived methodology of complexity adjustment to evaluate surgical case mix and results

Jeffrey P. Jacobs; Marshall L. Jacobs; Bohdan Maruszewski; François Lacour-Gayet; Christo I. Tchervenkov; Zdzislaw Tobota; Giovanni Stellin; Hiromi Kurosawa; Arata Murakami; J. William Gaynor; Sara K. Pasquali; David R. Clarke; Erle H. Austin; Constantine Mavroudis

OBJECTIVES Outcomes evaluation is enhanced by assignment of operative procedures to appropriate categories based upon relative average risk. Formal risk modelling is challenging when a large number of operation types exist, including relatively rare procedures. Complexity stratification provides an alternative methodology. We report the initial application in the Congenital Heart Surgery Databases of the Society of Thoracic Surgeons (STS) and the European Association for Cardio-thoracic Surgery (EACTS) of an empirically derived system of complexity adjustment to evaluate surgical case mix and results. METHODS Complexity stratification is a method of analysis in which the data are divided into relatively homogeneous groups (called strata). A complexity stratification tool named the STS-EACTS Congenital Heart Surgery Mortality Categories (STAT Mortality Categories) was previously developed based on the analysis of 77,294 operations entered in the Congenital Heart Surgery Databases of EACTS (33,360 operations) and STS (43,934 patients). Procedure-specific mortality rate estimates were calculated using a Bayesian model that adjusted for small denominators. Operations were sorted by increasing risk and grouped into five categories (the STAT Mortality Categories) that were designed to minimize within-category variation and maximize between-category variation. We report here the initial application of this methodology in the EACTS Congenital Heart Surgery Database (47,187 operations performed over 4 years: 2006-09) and the STS Congenital Heart Surgery Database (64,307 operations performed over 4 years: 2006-09). RESULTS In the STS Congenital Heart Surgery Database, operations classified as STAT Mortality Categories 1-5 were (1): 17332, (2): 20114, (3): 9494, (4): 14525 and (5): 2842. Discharge mortality was (1): 0.54%, (2): 1.6%, (3): 2.4%, (4): 7.5% and (5): 17.8%. In the EACTS Congenital Heart Surgery Database, operations classified as STAT Mortality Categories 1-5 were (1): 19874, (2): 12196, (3): 5614, (4): 8287 and (5): 1216. Discharge mortality was (1): 0.99%, (2): 2.9%, (3): 5.0%, (4): 10.3% and (5): 25.0%. CONCLUSIONS The STAT Mortality Categories facilitate analysis of outcomes across the wide spectrum of distinct congenital heart surgery operations including infrequently performed procedures.


Pediatric Cardiology | 2007

Nomenclature and databases - The past, the present, and the future: A primer for the congenital heart surgeon

Jeffrey P. Jacobs; Constantine Mavroudis; Marshall L. Jacobs; Bohdan Maruszewski; Christo I. Tchervenkov; François Lacour-Gayet; David R. Clarke; J. William Gaynor; Thomas L. Spray; Hiromi Kurosawa; Giovanni Stellin; Tjark Ebels; Emile A. Bacha; Henry L. Walters; Martin J. Elliott

This review discusses the historical aspects, current state of the art, and potential future advances in the areas of nomenclature and databases for congenital heart disease. Five areas will be reviewed: (1) common language = nomenclature, (2) mechanism of data collection (database or registry) with an established uniform core data set, (3) mechanism of evaluating case complexity, (4) mechanism to ensure and verify data completeness and accuracy, and (5) collaboration between medical subspecialties.During the 1990s, both the Society of Thoracic Surgeons (STS) and the European Association for Cardiothoracic Surgery (EACTS) created congenital heart surgery outcomes databases. Beginning in 1998, the EACTS and STS collaborated in the work of the International Congenital Heart Surgery Nomenclature and Database Project. By 2000, a common congenital heart surgery nomenclature, along with a common core minimal data set, were adopted by the EACTS and the STS and published in the Annals of Thoracic Surgery. In 2000, the International Nomenclature Committee for Pediatric and Congenital Heart Disease was established; this committee eventually evolved into the International Society for Nomenclature of Paediatric and Congenital Heart Disease (ISNPCHD). The working component of ISNPCHD is the International Working Group for Mapping and Coding of Nomenclatures for Paediatric and Congenital Heart Disease, also known as the Nomenclature Working Group (NWG). By 2005, the NWG cross-mapped the EACTS–STS nomenclature with the European Paediatric Cardiac Code of the Association for European Paediatric Cardiology and created the International Paediatric and Congenital Cardiac Code (IPCCC) (http://www.IPCCC.NET).This common nomenclature (IPCCC), and the common minimum database data set created by the International Congenital Heart Surgery Nomenclature and Database Project, are now utilized by both EACTS and STS; since 1998, this nomenclature and database have been used by both the STS and EACTS to analyze outcomes of more than 75,000 patients. Two major multi-institutional efforts have attempted to measure case complexity; the Risk Adjustment in Congenital Heart Surgery-1 and the Aristotle Complexity Score. Efforts to unify these two scoring systems are in their early stages but are encouraging. Collaborative efforts involving the EACTS and STS are under way to develop mechanisms to verify data completeness and accuracy. Further collaborative efforts are also ongoing between pediatric and congenital heart surgeons and other subspecialties, including pediatric cardiac anesthesiologists (via the Congenital Cardiac Anesthesia Society), pediatric cardiac intensivists (via the Pediatric Cardiac Intensive Care Society), and pediatric cardiologists (via the Joint Council on Congenital Heart Disease). Clearly, methods of congenital heart disease outcomes analysis continue to evolve, with continued advances in five areas: nomenclature, database, complexity adjustment, data verification, and subspecialty collaboration.

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Jeffrey P. Jacobs

Centers for Disease Control and Prevention

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Christo I. Tchervenkov

University of Alabama at Birmingham

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Constantine Mavroudis

Centers for Disease Control and Prevention

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Tjark Ebels

University Medical Center Groningen

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David R. Clarke

University of Colorado Denver

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