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International Electronic Health Record-Derived COVID-19 Clinical Course Profiles: The 4CE Consortium
42
Zitationen
86
Autoren
2020
Jahr
Abstract
ABSTRACT We leveraged the largely untapped resource of electronic health record data to address critical clinical and epidemiological questions about Coronavirus Disease 2019 (COVID-19). To do this, we formed an international consortium (4CE) of 96 hospitals across 5 countries ( www.covidclinical.net ). Contributors utilized the Informatics for Integrating Biology and the Bedside (i2b2) or Observational Medical Outcomes Partnership (OMOP) platforms to map to a common data model. The group focused on comorbidities and temporal changes in key laboratory test values. Harmonized data were analyzed locally and converted to a shared aggregate form for rapid analysis and visualization of regional differences and global commonalities. Data covered 27,584 COVID-19 cases with 187,802 laboratory tests. Case counts and laboratory trajectories were concordant with existing literature. Laboratory tests at the time of diagnosis showed hospital-level differences equivalent to country-level variation across the consortium partners. Despite the limitations of decentralized data generation, we established a framework to capture the trajectory of COVID-19 disease in patients and their response to interventions.
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Autoren
- Gabriel A. Brat
- Griffin M. Weber
- Nils Gehlenborg
- Paul Avillach
- Nathan Palmer
- Luca Chiovato
- James J. Cimino
- Lemuel R. Waitman
- Gilbert S. Omenn
- Alberto Malovini
- Jason H. Moore
- Brett K. Beaulieu‐Jones
- Valentina Tibollo
- Shawn N. Murphy
- Sehi L’Yi
- Mark S. Keller
- Riccardo Bellazzi
- David A. Hanauer
- Arnaud Serret-Larmande
- Alba Gutiérrez‐Sacristán
- J.J. Holmes
- Douglas S. Bell
- Kenneth D. Mandl
- Robert W Follett
- Jeffrey G. Klann
- Douglas A. Murad
- Luigia Scudeller
- Mauro Bucalo
- Katie Kirchoff
- Jean B. Craig
- Jihad S. Obeid
- Vianney Jouhet
- Romain Griffier
- Sébastien Cossin
- Bertrand Moal
- Lav P. Patel
- Antonio Bellasi
- Hans U Prokosch
- Detlef Kraska
- Piotr Sliz
- Amelia L.M. Tan
- Kee Yuan Ngiam
- Alberto Zambelli
- Danielle L. Mowery
- Emily Schiver
- Batsal Devkota
- Robert L. Bradford
- Mohamad Daniar
- Christel Daniel
- Vincent Benoît
- Romain Bey
- Nicolás Paris
- Patricia Serre
- Nina Orlova
- Julien Dubiel
- Martin Hilka
- Anne‐Sophie Jannot
- Stéphane Breant
- Judith Leblanc
- Nicolas Griffon
- Anita Burgun
- Mélodie Bernaux
- Arnaud Sandrin
- Elisa Salamanca
- Thomas Ganslandt
- Tobias Gradinger
- Julien Champ
- Martin Boeker
- Patricia Martel
- Loïc Estève
- Alexandre Gramfort
- Olivier Grisel
- Damien Leprovost
- Thomas Moreau
- Gaël Varoquaux
- Jill-Jênn Vie
- Demián Wassermann
- Arthur Mensch
- Charlotte Caucheteux
- Christian Haverkamp
- Guillaume Lemaître
- Ian D. Krantz
- Sylvie Cormont
- Andrew M. South
- Tianxi Cai
- Isaac S. Kohane
Institutionen
- Medical University of South Carolina(US)
- Harvard University(US)
- University of Pavia(IT)
- Istituti Clinici Scientifici Maugeri(IT)
- Bioinformatics Institute(SG)
- University of Pennsylvania(US)
- Massachusetts General Hospital(US)
- University of Michigan(US)
- University of California, Los Angeles(US)
- Boston Children's Hospital(US)
- Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico(IT)
- Ospedale Maggiore(IT)
- Istituti di Ricovero e Cura a Carattere Scientifico(IT)
- Inserm(FR)
- Bordeaux Population Health(FR)
- University of Kansas Medical Center(US)
- Ospedale Papa Giovanni XXIII(IT)
- Friedrich-Alexander-Universität Erlangen-Nürnberg(DE)
- Universitätsklinikum Erlangen(DE)
- National University Health System(SG)
- Penn Center for AIDS Research(US)
- University of Pennsylvania Health System(US)
- Children's Hospital of Philadelphia(US)
- University of North Carolina at Chapel Hill(US)
- Université Sorbonne Paris Nord(FR)
- Heidelberg University(DE)
- University Hospital Heidelberg(DE)
- Heidelberg University(US)
- Institut national de recherche en sciences et technologies du numérique(FR)
- Institut National Polytechnique de Toulouse(FR)
- Laboratoire d'Informatique, de Robotique et de Microélectronique de Montpellier(FR)
- University of Freiburg(DE)
- Université Paris-Saclay(FR)
- Commissariat à l'Énergie Atomique et aux Énergies Alternatives(FR)
- CEA Paris-Saclay(FR)
- Montreal Neurological Institute and Hospital(CA)
- McGill University(CA)
- Université Paris Sciences et Lettres(FR)
- École Normale Supérieure - PSL(FR)