International electronic health record-derived COVID-19 clinical course profiles: the 4CE consortium.

Databases Outcomes research Viral infection

Journal

NPJ digital medicine
ISSN: 2398-6352
Titre abrégé: NPJ Digit Med
Pays: England
ID NLM: 101731738

Informations de publication

Date de publication:
2020
Historique:
received: 15 04 2020
accepted: 16 06 2020
entrez: 1 9 2020
pubmed: 31 8 2020
medline: 31 8 2020
Statut: epublish

Résumé

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 five 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 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.

Identifiants

pubmed: 32864472
doi: 10.1038/s41746-020-00308-0
pii: 308
pmc: PMC7438496
doi:

Types de publication

Journal Article

Langues

eng

Pagination

109

Subventions

Organisme : NHLBI NIH HHS
ID : K23 HL148394
Pays : United States
Organisme : NLM NIH HHS
ID : R01 LM013345
Pays : United States
Organisme : NHGRI NIH HHS
ID : T32 HG002295
Pays : United States
Organisme : NCATS NIH HHS
ID : UL1 TR001420
Pays : United States

Informations de copyright

© The Author(s) 2020.

Déclaration de conflit d'intérêts

Competing interestsR.B. and A.M. are shareholders of Biomeris s.r.l.

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Auteurs

Gabriel A Brat (GA)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Griffin M Weber (GM)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Nils Gehlenborg (N)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Paul Avillach (P)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Nathan P Palmer (NP)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Luca Chiovato (L)

IRCCS ICS Maugeri, Pavia, Italy.
Department of Internal Medicine and Medical Therapy, University of Pavia, Pavia, Italy.

James Cimino (J)

UAB Informatics Institute, Birmingham, AL USA.

Lemuel R Waitman (LR)

Department of Internal Medicine, Division of Medical Informatics, University of Kansas Medical Center, Kansas City, KS USA.

Gilbert S Omenn (GS)

Department of Computational Medicine & Bioinformatics, University of Michigan, Ann Arbor, MI USA.

Alberto Malovini (A)

IRCCS ICS Maugeri, Pavia, Italy.

Jason H Moore (JH)

Institute for Biomedical Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA.
Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA.

Brett K Beaulieu-Jones (BK)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Valentina Tibollo (V)

IRCCS ICS Maugeri, Pavia, Italy.

Shawn N Murphy (SN)

Department of Neurology, Massachusetts General Hospital, Boston, MA USA.

Sehi L' Yi (SL)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Mark S Keller (MS)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Riccardo Bellazzi (R)

IRCCS ICS Maugeri, Pavia, Italy.
Department of Electrical Computer and Biomedical Engineering, University of Pavia, Pavia, Italy.

David A Hanauer (DA)

Department of Pediatrics, University of Michigan Medical School, Ann Arbor, MI USA.

Arnaud Serret-Larmande (A)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Alba Gutierrez-Sacristan (A)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

John J Holmes (JJ)

Institute for Biomedical Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA.
Department of Pediatrics, University of Michigan Medical School, Ann Arbor, MI USA.

Douglas S Bell (DS)

Department of Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA USA.

Kenneth D Mandl (KD)

Computational Health Informatics Program, Boston Children's Hospital, Boston, MA USA.

Robert W Follett (RW)

Department of Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA USA.

Jeffrey G Klann (JG)

Department of Medicine, Massachusetts General Hospital, Boston, MA USA.

Douglas A Murad (DA)

Department of Medicine, David Geffen School of Medicine at UCLA, Los Angeles, CA USA.

Luigia Scudeller (L)

Scientific Direction, IRCCS Ca' Granda Ospedale Maggiore Policlinico di Milano, Milano, Italy.

Mauro Bucalo (M)

BIOMERIS (BIOMedical Research Informatics Solutions), Pavia, Italy.

Katie Kirchoff (K)

Biomedical Informatics Center, Medical University of South Carolina, Charleston, SC USA.

Jean Craig (J)

Biomedical Informatics Center, Medical University of South Carolina, Charleston, SC USA.

Jihad Obeid (J)

Biomedical Informatics Center, Medical University of South Carolina, Charleston, SC USA.

Vianney Jouhet (V)

Bordeaux University Hospital, Bordeaux, France.

Romain Griffier (R)

Bordeaux University Hospital, Bordeaux, France.

Sebastien Cossin (S)

Bordeaux University Hospital, Bordeaux, France.

Bertrand Moal (B)

Bordeaux University Hospital, Bordeaux, France.

Lav P Patel (LP)

Department of Internal Medicine, Division of Medical Informatics, University of Kansas Medical Center, Kansas City, KS USA.

Antonio Bellasi (A)

UOC Ricerca, Innovazione e Brand Reputation, ASST Papa Giovanni XXIII, Bergamo, Italy.

Hans U Prokosch (HU)

Department of Medical Informatics, University of Erlangen-Nürnberg, Erlangen, Germany.

Detlef Kraska (D)

Center for Medical Information and Communication Technology, University Hospital Erlangen, Erlangen, Germany.

Piotr Sliz (P)

Computational Health Informatics Program, Boston Children's Hospital, Boston, MA USA.

Amelia L M Tan (ALM)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Kee Yuan Ngiam (KY)

National University Health Systems, Singapore, Singapore.

Alberto Zambelli (A)

Department of Oncology, ASST Papa Giovanni XXIII, Bergamo, Italy.

Danielle L Mowery (DL)

Institute for Biomedical Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA USA.
Department of Pediatrics, University of Michigan Medical School, Ann Arbor, MI USA.

Emily Schiver (E)

Penn Medicine, Data Analytics Center, Philadelphia, PA USA.

Batsal Devkota (B)

Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, PA USA.

Robert L Bradford (RL)

North Carolina Translational and Clinical Sciences (NC TraCS) Institute, UNC Chapel Hill, Chapel Hill, NC USA.

Mohamad Daniar (M)

Computational Health Informatics Program, Boston Children's Hospital, Boston, MA USA.

Christel Daniel (C)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Vincent Benoit (V)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Romain Bey (R)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Nicolas Paris (N)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Patricia Serre (P)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Nina Orlova (N)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Julien Dubiel (J)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Martin Hilka (M)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Anne Sophie Jannot (AS)

Department of Biomedical Informatics, HEGP, APHP Greater Paris University Hospital, Paris, France.

Stephane Breant (S)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Judith Leblanc (J)

Clinical Research Unit, Saint Antoine Hospital, APHP Greater Paris University Hospital, Paris, France.

Nicolas Griffon (N)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Anita Burgun (A)

Department of Biomedical Informatics, HEGP, APHP Greater Paris University Hospital, Paris, France.

Melodie Bernaux (M)

Strategy and Transformation Department, APHP Greater Paris University Hospital, Paris, France.

Arnaud Sandrin (A)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Elisa Salamanca (E)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Sylvie Cormont (S)

WIND Department APHP Greater Paris University Hospital, Paris, France.

Thomas Ganslandt (T)

Heinrich-Lanz-Center for Digital Health, University Medicine Mannheim, Heidelberg University, Mannheim, Germany.

Tobias Gradinger (T)

Heinrich-Lanz-Center for Digital Health, University Medicine Mannheim, Heidelberg University, Mannheim, Germany.

Julien Champ (J)

INRIA Sophia-Antipolis-ZENITH Team, LIRMM, Montpellier, France.

Martin Boeker (M)

Institute of Medical Biometry and Statistics, Medical Center, University of Freiburg, Freiburg im Breisgau, Germany.

Patricia Martel (P)

Clinical Research Unit, Paris Saclay, APHP Greater Paris University Hospital, Paris, France.

Loic Esteve (L)

SED/SIERRA, Inria Centre de Paris, Paris, France.

Alexandre Gramfort (A)

Université Paris-Saclay, Inria, CEA, Paris, France.

Olivier Grisel (O)

Université Paris-Saclay, Inria, CEA, Paris, France.

Damien Leprovost (D)

Clevy.io, Paris, France.

Thomas Moreau (T)

Université Paris-Saclay, Inria, CEA, Paris, France.

Gael Varoquaux (G)

Université Paris-Saclay, Inria, CEA, Paris, France.

Jill-Jênn Vie (JJ)

SequeL, Inria Lille, Paris, France.

Demian Wassermann (D)

Université Paris-Saclay, Inria, CEA, Paris, France.

Arthur Mensch (A)

ENS, PSL University, Paris, France.

Charlotte Caucheteux (C)

Université Paris-Saclay, Inria, CEA, Paris, France.

Christian Haverkamp (C)

Institute of Digitalization in Medicine, Faculty of Medicine and Medical Center, University of Freiburg, Freiburg im Breisgau, Germany.

Guillaume Lemaitre (G)

Université Paris-Saclay, Inria, CEA, Paris, France.

Silvano Bosari (S)

IRCCS Ca' Granda Ospedale Maggiore Policlinico di Milano, Milano, Italy.

Ian D Krantz (ID)

Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, PA USA.

Andrew South (A)

Brenner Children's Hospital, Wake Forest School of Medicine, Winston-Salem, NC USA.

Tianxi Cai (T)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Isaac S Kohane (IS)

Department of Biomedical Informatics, Harvard Medical School, Boston, MA USA.

Classifications MeSH