The Ontology of Clinical Research (OCRe): an informatics foundation for the science of clinical research
- PMID:24239612
- PMCID: PMC4019723
- DOI: 10.1016/j.jbi.2013.11.002
The Ontology of Clinical Research (OCRe): an informatics foundation for the science of clinical research
Abstract
To date, the scientific process for generating, interpreting, and applying knowledge has received less informatics attention than operational processes for conducting clinical studies. The activities of these scientific processes - the science of clinical research - are centered on the study protocol, which is the abstract representation of the scientific design of a clinical study. The Ontology of Clinical Research (OCRe) is an OWL 2 model of the entities and relationships of study design protocols for the purpose of computationally supporting the design and analysis of human studies. OCRe's modeling is independent of any specific study design or clinical domain. It includes a study design typology and a specialized module called ERGO Annotation for capturing the meaning of eligibility criteria. In this paper, we describe the key informatics use cases of each phase of a study's scientific lifecycle, present OCRe and the principles behind its modeling, and describe applications of OCRe and associated technologies to a range of clinical research use cases. OCRe captures the central semantics that underlies the scientific processes of clinical research and can serve as an informatics foundation for supporting the entire range of knowledge activities that constitute the science of clinical research.
Keywords: Clinical research; Clinical research informatics; Eligibility criteria; Evidence-based medicine; Ontology; Trial registration.
Copyright © 2013 Elsevier Inc. All rights reserved.
Figures






Similar articles
- Scientific Reproducibility in Biomedical Research: Provenance Metadata Ontology for Semantic Annotation of Study Description.Sahoo SS, Valdez J, Rueschman M.Sahoo SS, et al.AMIA Annu Symp Proc. 2017 Feb 10;2016:1070-1079. eCollection 2016.AMIA Annu Symp Proc. 2017.PMID:28269904Free PMC article.
- Deriving an abstraction network to support quality assurance in OCRe.Ochs C, Agrawal A, Perl Y, Halper M, Tu SW, Carini S, Sim I, Noy N, Musen M, Geller J.Ochs C, et al.AMIA Annu Symp Proc. 2012;2012:681-9. Epub 2012 Nov 3.AMIA Annu Symp Proc. 2012.PMID:23304341Free PMC article.
- Enhancing Clinical Data and Clinical Research Data with Biomedical Ontologies - Insights from the Knowledge Representation Perspective.Bona JP, Prior FW, Zozus MN, Brochhausen M.Bona JP, et al.Yearb Med Inform. 2019 Aug;28(1):140-151. doi: 10.1055/s-0039-1677912. Epub 2019 Aug 16.Yearb Med Inform. 2019.PMID:31419826Free PMC article.
- Anatomical reasoning in the informatics age: Principles, ontologies, and agendas.Trelease RB.Trelease RB.Anat Rec B New Anat. 2006 Mar;289(2):72-84. doi: 10.1002/ar.b.20095.Anat Rec B New Anat. 2006.PMID:16568425Review.
- Cognitive and learning sciences in biomedical and health instructional design: A review with lessons for biomedical informatics education.Patel VL, Yoskowitz NA, Arocha JF, Shortliffe EH.Patel VL, et al.J Biomed Inform. 2009 Feb;42(1):176-97. doi: 10.1016/j.jbi.2008.12.002. Epub 2008 Dec 24.J Biomed Inform. 2009.PMID:19135173Review.
Cited by
- IMGT/mAb-KG: the knowledge graph for therapeutic monoclonal antibodies.Sanou G, Manso T, Todorov K, Giudicelli V, Duroux P, Kossida S.Sanou G, et al.Front Immunol. 2024 Jun 20;15:1393839. doi: 10.3389/fimmu.2024.1393839. eCollection 2024.Front Immunol. 2024.PMID:38975336Free PMC article.
- Scientific Reproducibility in Biomedical Research: Provenance Metadata Ontology for Semantic Annotation of Study Description.Sahoo SS, Valdez J, Rueschman M.Sahoo SS, et al.AMIA Annu Symp Proc. 2017 Feb 10;2016:1070-1079. eCollection 2016.AMIA Annu Symp Proc. 2017.PMID:28269904Free PMC article.
- Quality assurance of chemical ingredient classification for the National Drug File - Reference Terminology.Zheng L, Yumak H, Chen L, Ochs C, Geller J, Kapusnik-Uner J, Perl Y.Zheng L, et al.J Biomed Inform. 2017 Sep;73:30-42. doi: 10.1016/j.jbi.2017.07.013. Epub 2017 Jul 16.J Biomed Inform. 2017.PMID:28723580Free PMC article.
- Insight: An ontology-based integrated database and analysis platform for epilepsy self-management research.Sahoo SS, Ramesh P, Welter E, Bukach A, Valdez J, Tatsuoka C, Bamps Y, Stoll S, Jobst BC, Sajatovic M.Sahoo SS, et al.Int J Med Inform. 2016 Oct;94:21-30. doi: 10.1016/j.ijmedinf.2016.06.009. Epub 2016 Jun 23.Int J Med Inform. 2016.PMID:27573308Free PMC article.
- ProvCaRe: Characterizing scientific reproducibility of biomedical research studies using semantic provenance metadata.Sahoo SS, Valdez J, Kim M, Rueschman M, Redline S.Sahoo SS, et al.Int J Med Inform. 2019 Jan;121:10-18. doi: 10.1016/j.ijmedinf.2018.10.009. Epub 2018 Nov 3.Int J Med Inform. 2019.PMID:30545485Free PMC article.
References
- Clinical Research Informatics | AMIA. [[Accessed: 7/5/2013].];http://www.amia.org/applications-informatics/clinical-research-informatics.
- BRIDG. [[Accessed: 7/5/2013].];http://www.bridgmodel.org/
- CDISC. [[Accessed: 7/5/2013].];http://www.cdisc.org/
Publication types
MeSH terms
Related information
Grants and funding
- UL1RR025005/RR/NCRR NIH HHS/United States
- UL1 TR000043/TR/NCATS NIH HHS/United States
- UL1 RR025005/RR/NCRR NIH HHS/United States
- UL1 TR001079/TR/NCATS NIH HHS/United States
- R01 RR026040/RR/NCRR NIH HHS/United States
- UL1 RR024131/RR/NCRR NIH HHS/United States
- R01 LM006780/LM/NLM NIH HHS/United States
- LM06780/LM/NLM NIH HHS/United States
- RR026040/RR/NCRR NIH HHS/United States
- UL1RR024131/RR/NCRR NIH HHS/United States
- UL1 TR001120/TR/NCATS NIH HHS/United States
- UL1 TR000004/TR/NCATS NIH HHS/United States
- UL1 TR000371/TR/NCATS NIH HHS/United States
- UL1RR024143/RR/NCRR NIH HHS/United States
- UL1 RR025767/RR/NCRR NIH HHS/United States
- UL1RR025767/RR/NCRR NIH HHS/United States
- UL1 RR024143/RR/NCRR NIH HHS/United States
LinkOut - more resources
Full Text Sources
Other Literature Sources