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An atomic approach to the design and implementation of a research data warehouse
OBJECTIVE: As a long-standing Clinical and Translational Science Awards (CTSA) Program hub, the University of Pittsburgh and the University of Pittsburgh Medical Center (UPMC) developed and implemented a modern research data warehouse (RDW) to efficiently provision electronic patient data for clinic...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8922189/ https://www.ncbi.nlm.nih.gov/pubmed/34613409 http://dx.doi.org/10.1093/jamia/ocab204 |
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author | Visweswaran, Shyam McLay, Brian Cappella, Nickie Morris, Michele Milnes, John T Reis, Steven E Silverstein, Jonathan C Becich, Michael J |
author_facet | Visweswaran, Shyam McLay, Brian Cappella, Nickie Morris, Michele Milnes, John T Reis, Steven E Silverstein, Jonathan C Becich, Michael J |
author_sort | Visweswaran, Shyam |
collection | PubMed |
description | OBJECTIVE: As a long-standing Clinical and Translational Science Awards (CTSA) Program hub, the University of Pittsburgh and the University of Pittsburgh Medical Center (UPMC) developed and implemented a modern research data warehouse (RDW) to efficiently provision electronic patient data for clinical and translational research. MATERIALS AND METHODS: We designed and implemented an RDW named Neptune to serve the specific needs of our CTSA. Neptune uses an atomic design where data are stored at a high level of granularity as represented in source systems. Neptune contains robust patient identity management tailored for research; integrates patient data from multiple sources, including electronic health records (EHRs), health plans, and research studies; and includes knowledge for mapping to standard terminologies. RESULTS: Neptune contains data for more than 5 million patients longitudinally organized as Health Insurance Portability and Accountability Act (HIPAA) Limited Data with dates and includes structured EHR data, clinical documents, health insurance claims, and research data. Neptune is used as a source for patient data for hundreds of institutional review board-approved research projects by local investigators and for national projects. DISCUSSION: The design of Neptune was heavily influenced by the large size of UPMC, the varied data sources, and the rich partnership between the University and the healthcare system. It includes several unique aspects, including the physical warehouse straddling the University and UPMC networks and management under an HIPAA Business Associates Agreement. CONCLUSION: We describe the design and implementation of an RDW at a large academic healthcare system that uses a distinctive atomic design where data are stored at a high level of granularity. |
format | Online Article Text |
id | pubmed-8922189 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-89221892022-03-15 An atomic approach to the design and implementation of a research data warehouse Visweswaran, Shyam McLay, Brian Cappella, Nickie Morris, Michele Milnes, John T Reis, Steven E Silverstein, Jonathan C Becich, Michael J J Am Med Inform Assoc Research and Applications OBJECTIVE: As a long-standing Clinical and Translational Science Awards (CTSA) Program hub, the University of Pittsburgh and the University of Pittsburgh Medical Center (UPMC) developed and implemented a modern research data warehouse (RDW) to efficiently provision electronic patient data for clinical and translational research. MATERIALS AND METHODS: We designed and implemented an RDW named Neptune to serve the specific needs of our CTSA. Neptune uses an atomic design where data are stored at a high level of granularity as represented in source systems. Neptune contains robust patient identity management tailored for research; integrates patient data from multiple sources, including electronic health records (EHRs), health plans, and research studies; and includes knowledge for mapping to standard terminologies. RESULTS: Neptune contains data for more than 5 million patients longitudinally organized as Health Insurance Portability and Accountability Act (HIPAA) Limited Data with dates and includes structured EHR data, clinical documents, health insurance claims, and research data. Neptune is used as a source for patient data for hundreds of institutional review board-approved research projects by local investigators and for national projects. DISCUSSION: The design of Neptune was heavily influenced by the large size of UPMC, the varied data sources, and the rich partnership between the University and the healthcare system. It includes several unique aspects, including the physical warehouse straddling the University and UPMC networks and management under an HIPAA Business Associates Agreement. CONCLUSION: We describe the design and implementation of an RDW at a large academic healthcare system that uses a distinctive atomic design where data are stored at a high level of granularity. Oxford University Press 2021-10-06 /pmc/articles/PMC8922189/ /pubmed/34613409 http://dx.doi.org/10.1093/jamia/ocab204 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of the American Medical Informatics Association. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Research and Applications Visweswaran, Shyam McLay, Brian Cappella, Nickie Morris, Michele Milnes, John T Reis, Steven E Silverstein, Jonathan C Becich, Michael J An atomic approach to the design and implementation of a research data warehouse |
title | An atomic approach to the design and implementation of a research data warehouse |
title_full | An atomic approach to the design and implementation of a research data warehouse |
title_fullStr | An atomic approach to the design and implementation of a research data warehouse |
title_full_unstemmed | An atomic approach to the design and implementation of a research data warehouse |
title_short | An atomic approach to the design and implementation of a research data warehouse |
title_sort | atomic approach to the design and implementation of a research data warehouse |
topic | Research and Applications |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8922189/ https://www.ncbi.nlm.nih.gov/pubmed/34613409 http://dx.doi.org/10.1093/jamia/ocab204 |
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