Development of a Coronavirus Disease 2019 (COVID-19) Application Ontology for the Accrual to Clinical Trials (ACT) network.

COVID-19 clinical data network electronic health records ontology

Journal

JAMIA open
ISSN: 2574-2531
Titre abrégé: JAMIA Open
Pays: United States
ID NLM: 101730643

Informations de publication

Date de publication:
Apr 2021
Historique:
received: 01 02 2021
accepted: 15 04 2021
entrez: 11 6 2021
pubmed: 12 6 2021
medline: 12 6 2021
Statut: epublish

Résumé

Clinical data networks that leverage large volumes of data in electronic health records (EHRs) are significant resources for research on coronavirus disease 2019 (COVID-19). Data harmonization is a key challenge in seamless use of multisite EHRs for COVID-19 research. We developed a COVID-19 application ontology in the national Accrual to Clinical Trials (ACT) network that enables harmonization of data elements that are critical to COVID-19 research. The ontology contains over 50 000 concepts in the domains of diagnosis, procedures, medications, and laboratory tests. In particular, it has computational phenotypes to characterize the course of illness and outcomes, derived terms, and harmonized value sets for severe acute respiratory syndrome coronavirus 2 laboratory tests. The ontology was deployed and validated on the ACT COVID-19 network that consists of 9 academic health centers with data on 14.5M patients. This ontology, which is freely available to the entire research community on GitHub at https://github.com/shyamvis/ACT-COVID-Ontology, will be useful for harmonizing EHRs for COVID-19 research beyond the ACT network.

Identifiants

pubmed: 34113801
doi: 10.1093/jamiaopen/ooab036
pii: ooab036
pmc: PMC8083220
doi:

Types de publication

Journal Article

Langues

eng

Pagination

ooab036

Subventions

Organisme : NLM NIH HHS
ID : R01 LM013345
Pays : United States

Commentaires et corrections

Type : UpdateOf

Informations de copyright

© The Author(s) 2021. Published by Oxford University Press on behalf of the American Medical Informatics Association.

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Auteurs

Shyam Visweswaran (S)

Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Clinical and Translational Science Institute, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.

Malarkodi J Samayamuthu (MJ)

Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.

Michele Morris (M)

Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.

Griffin M Weber (GM)

Department of Biomedical Informatics, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA.

Douglas MacFadden (D)

The Harvard Clinical and Translational Science Center, Harvard Medical School, Boston, Massachusetts, USA.

Philip Trevvett (P)

The Harvard Clinical and Translational Science Center, Harvard Medical School, Boston, Massachusetts, USA.

Jeffrey G Klann (JG)

Laboratory of Computer Science, Department of Medicine, Mass General Brigham, Boston, Massachusetts, USA.

Vivian S Gainer (VS)

Research Information Science and Computing, Partners Healthcare, Boston, Massachusetts, USA.

Barbara Benoit (B)

Research Information Science and Computing, Partners Healthcare, Boston, Massachusetts, USA.

Shawn N Murphy (SN)

Research Information Science and Computing, Partners Healthcare, Boston, Massachusetts, USA.
Department of Neurology, Mass General Brigham, Harvard Medical School, Boston, Massachusetts, USA.

Lav Patel (L)

Center for Medical Informatics and Enterprise Analytics, University of Kansas Medical Center, Kansas City, Kansas, USA.

Nebojsa Mirkovic (N)

Data Analytics Center, University of Pennsylvania Health System, Philadelphia, Pennsylvania, USA.

Yuliya Borovskiy (Y)

Data Analytics Center, University of Pennsylvania Health System, Philadelphia, Pennsylvania, USA.

Robert D Johnson (RD)

Center for Clinical and Translational Science, The University of Alabama at Birmingham, Birmingham, Alabama, USA.

Matthew C Wyatt (MC)

Center for Clinical and Translational Science, The University of Alabama at Birmingham, Birmingham, Alabama, USA.

Amy Y Wang (AY)

Departments of Medicine and Family and Community Medicine, The University of Alabama at Birmingham, Birmingham, Alabama, USA.

Robert W Follett (RW)

Clinical and Translational Institute, University of California at Los Angeles, Los Angeles, California, USA.

Ngan Chau (N)

Clinical and Translational Institute, University of California at Los Angeles, Los Angeles, California, USA.

Wenhong Zhu (W)

Altman Clinical Translational Research Institute, University of California at San Diego, La Jolla, California, USA.

Mark Abajian (M)

Southern California Clinical and Translational Institute, University of Southern California, Los Angeles, California, USA.

Amy Chuang (A)

Southern California Clinical and Translational Institute, University of Southern California, Los Angeles, California, USA.

Neil Bahroos (N)

Southern California Clinical and Translational Institute, University of Southern California, Los Angeles, California, USA.

Phillip Reeder (P)

University of Texas Southwestern Medical Center, Dallas, Texas, USA.

Donglu Xie (D)

Academic Information Systems-Information Resources, University of Texas Southwestern Medical Center, Dallas, Texas, USA.

Jennifer Cai (J)

University of Texas Southwestern Medical Center, Dallas, Texas, USA.

Elaina R Sendro (ER)

The Chartis Group, Chicago, Illinois, USA and Center for Translational Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA.

Robert D Toto (RD)

Center for Medical Informatics and Enterprise Analytics, University of Kansas Medical Center, Kansas City, Kansas, USA.

Gary S Firestein (GS)

Altman Clinical Translational Research Institute, University of California at San Diego, La Jolla, California, USA.

Lee M Nadler (LM)

The Harvard Clinical and Translational Science Center, Harvard Medical School, Boston, Massachusetts, USA.

Steven E Reis (SE)

Clinical and Translational Science Institute, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.

Classifications MeSH