Implementation of a deidentified federated data network for population-based cohort discovery

The Cross-Institutional Clinical Translational Research project explored a federated query tool and looked at how this tool can facilitate clinical trial cohort discovery by managing access to aggregate patient data located within unaffiliated academic medical centers. The project adapted software f...

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Published inJournal of the American Medical Informatics Association : JAMIA Vol. 19; no. e1; pp. e60 - e67
Main Authors Anderson, Nicholas, Abend, Aaron, Mandel, Aaron, Geraghty, Estella, Gabriel, Davera, Wynden, Rob, Kamerick, Michael, Anderson, Kent, Rainwater, Julie, Tarczy-Hornoch, Peter
Format Journal Article
LanguageEnglish
Published England BMJ Group 01.06.2012
SeriesFOCUS on clinical research informatics
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ISSN1067-5027
1527-974X
1527-974X
DOI10.1136/amiajnl-2011-000133

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Abstract The Cross-Institutional Clinical Translational Research project explored a federated query tool and looked at how this tool can facilitate clinical trial cohort discovery by managing access to aggregate patient data located within unaffiliated academic medical centers. The project adapted software from the Informatics for Integrating Biology and the Bedside (i2b2) program to connect three Clinical Translational Research Award sites: University of Washington, Seattle, University of California, Davis, and University of California, San Francisco. The project developed an iterative spiral software development model to support the implementation and coordination of this multisite data resource. By standardizing technical infrastructures, policies, and semantics, the project enabled federated querying of deidentified clinical datasets stored in separate institutional environments and identified barriers to engaging users for measuring utility. The authors discuss the iterative development and evaluation phases of the project and highlight the challenges identified and the lessons learned. The common system architecture and translational processes provide high-level (aggregate) deidentified access to a large patient population (>5 million patients), and represent a novel and extensible resource. Enhancing the network for more focused disease areas will require research-driven partnerships represented across all partner sites.
AbstractList The Cross-Institutional Clinical Translational Research project explored a federated query tool and looked at how this tool can facilitate clinical trial cohort discovery by managing access to aggregate patient data located within unaffiliated academic medical centers. The project adapted software from the Informatics for Integrating Biology and the Bedside (i2b2) program to connect three Clinical Translational Research Award sites: University of Washington, Seattle, University of California, Davis, and University of California, San Francisco. The project developed an iterative spiral software development model to support the implementation and coordination of this multisite data resource. By standardizing technical infrastructures, policies, and semantics, the project enabled federated querying of deidentified clinical datasets stored in separate institutional environments and identified barriers to engaging users for measuring utility. The authors discuss the iterative development and evaluation phases of the project and highlight the challenges identified and the lessons learned. The common system architecture and translational processes provide high-level (aggregate) deidentified access to a large patient population (>5 million patients), and represent a novel and extensible resource. Enhancing the network for more focused disease areas will require research-driven partnerships represented across all partner sites.
The Cross-Institutional Clinical Translational Research project explored a federated query tool and looked at how this tool can facilitate clinical trial cohort discovery by managing access to aggregate patient data located within unaffiliated academic medical centers.OBJECTIVEThe Cross-Institutional Clinical Translational Research project explored a federated query tool and looked at how this tool can facilitate clinical trial cohort discovery by managing access to aggregate patient data located within unaffiliated academic medical centers.The project adapted software from the Informatics for Integrating Biology and the Bedside (i2b2) program to connect three Clinical Translational Research Award sites: University of Washington, Seattle, University of California, Davis, and University of California, San Francisco. The project developed an iterative spiral software development model to support the implementation and coordination of this multisite data resource.METHODSThe project adapted software from the Informatics for Integrating Biology and the Bedside (i2b2) program to connect three Clinical Translational Research Award sites: University of Washington, Seattle, University of California, Davis, and University of California, San Francisco. The project developed an iterative spiral software development model to support the implementation and coordination of this multisite data resource.By standardizing technical infrastructures, policies, and semantics, the project enabled federated querying of deidentified clinical datasets stored in separate institutional environments and identified barriers to engaging users for measuring utility.RESULTSBy standardizing technical infrastructures, policies, and semantics, the project enabled federated querying of deidentified clinical datasets stored in separate institutional environments and identified barriers to engaging users for measuring utility.The authors discuss the iterative development and evaluation phases of the project and highlight the challenges identified and the lessons learned.DISCUSSIONThe authors discuss the iterative development and evaluation phases of the project and highlight the challenges identified and the lessons learned.The common system architecture and translational processes provide high-level (aggregate) deidentified access to a large patient population (>5 million patients), and represent a novel and extensible resource. Enhancing the network for more focused disease areas will require research-driven partnerships represented across all partner sites.CONCLUSIONThe common system architecture and translational processes provide high-level (aggregate) deidentified access to a large patient population (>5 million patients), and represent a novel and extensible resource. Enhancing the network for more focused disease areas will require research-driven partnerships represented across all partner sites.
ObjectiveThe Cross-Institutional Clinical Translational Research project explored a federated query tool and looked at how this tool can facilitate clinical trial cohort discovery by managing access to aggregate patient data located within unaffiliated academic medical centers.MethodsThe project adapted software from the Informatics for Integrating Biology and the Bedside (i2b2) program to connect three Clinical Translational Research Award sites: University of Washington, Seattle, University of California, Davis, and University of California, San Francisco. The project developed an iterative spiral software development model to support the implementation and coordination of this multisite data resource.ResultsBy standardizing technical infrastructures, policies, and semantics, the project enabled federated querying of deidentified clinical datasets stored in separate institutional environments and identified barriers to engaging users for measuring utility.DiscussionThe authors discuss the iterative development and evaluation phases of the project and highlight the challenges identified and the lessons learned.ConclusionThe common system architecture and translational processes provide high-level (aggregate) deidentified access to a large patient population (>5 million patients), and represent a novel and extensible resource. Enhancing the network for more focused disease areas will require research-driven partnerships represented across all partner sites.
Author Anderson, Nicholas
Wynden, Rob
Geraghty, Estella
Gabriel, Davera
Tarczy-Hornoch, Peter
Rainwater, Julie
Mandel, Aaron
Anderson, Kent
Abend, Aaron
Kamerick, Michael
AuthorAffiliation 4 University of California San Francisco, San Francisco, California, USA
1 Department of Biomedical Health Informatics, University of Washington, Seattle, Washington, USA
2 Recombinant Data Corporation, Newton, Massachusetts, USA
3 University of California Davis, Davis, Sacramento, California, USA
AuthorAffiliation_xml – name: 3 University of California Davis, Davis, Sacramento, California, USA
– name: 1 Department of Biomedical Health Informatics, University of Washington, Seattle, Washington, USA
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– name: 4 University of California San Francisco, San Francisco, California, USA
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Cites_doi 10.1038/461145a
10.1186/1471-2288-9-70
10.1016/j.artmed.2007.04.002
10.1145/12944.12948
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References ( key 20170522111811_b22) 2010
( key 20170522111811_b19) 2010
( key 20170522111811_b3) 2009; 9
( key 20170522111811_b14) 2002
( key 20170522111811_b10) 2009; 16
( key 20170522111811_b2) 2010; 17
key 20170522111811_b13
key 20170522111811_b24
key 20170522111811_b11
( key 20170522111811_b18) 2007; 14
( key 20170522111811_b9) 2008
key 20170522111811_b23
( key 20170522111811_b20) 2008
( key 20170522111811_b17) 2008; 15
( key 20170522111811_b1) 2009; 461
( key 20170522111811_b4) 2009; 16
( key 20170522111811_b16) 1986; 11
( key 20170522111811_b8) 1997
key 20170522111811_b6
( key 20170522111811_b5) 2010
key 20170522111811_b7
( key 20170522111811_b12) 2010
key 20170522111811_b15
( key 20170522111811_b21) 2007; 40
References_xml – volume: 17
  start-page: 124
  year: 2010
  ident: key 20170522111811_b2
  article-title: Serving the enterprise and beyond with informatics for integrating biology and the bedside (i2b2)
  publication-title: JAMIA
– volume: 461
  start-page: 145
  year: 2009
  ident: key 20170522111811_b1
  article-title: Data's shameful neglect
  publication-title: Nature
  doi: 10.1038/461145a
– volume-title: AMIA Summit on Clinical Research Informatics
  year: 2010
  ident: key 20170522111811_b12
  article-title: Ontology mapping and data discovery for the translational investigator
– ident: key 20170522111811_b23
– start-page: 809
  year: 1997
  ident: key 20170522111811_b8
  article-title: Meeting clinician information needs by integrating access to the medical record and knowledge resources via the Web
  publication-title: Proc AMIA Annu Fall Symp
– volume: 9
  start-page: 70
  year: 2009
  ident: key 20170522111811_b3
  article-title: Evaluating the informatics for integrating biology and the bedside system for clinical research
  publication-title: BMC Med Res Methodol
  doi: 10.1186/1471-2288-9-70
– volume: 16
  start-page: 624
  year: 2009
  ident: key 20170522111811_b10
  article-title: The Shared Health Research Information Network (SHRINE): a prototype federated query tool for clinical data repositories
  publication-title: JAMIA
– ident: key 20170522111811_b13
– volume: 40
  start-page: 223
  year: 2007
  ident: key 20170522111811_b21
  article-title: A computational model to protect patient data from location-based re-identification
  publication-title: Artif Intell Med
  doi: 10.1016/j.artmed.2007.04.002
– ident: key 20170522111811_b15
– ident: key 20170522111811_b7
– ident: key 20170522111811_b6
– volume-title: Proceedings of Association of Computing Machinery Workshop on Workshop on Governance of Technology, Information, and Policies
  year: 2010
  ident: key 20170522111811_b22
  article-title: Building a Chain of Trust: using policy and practice to enhance trustworthy data discovery and sharing
– volume-title: A Data Warehousing Strategy for Translational Medicine. American Medical Informatics Association Translational Bioinformatics Summit
  year: 2008
  ident: key 20170522111811_b9
– volume-title: American Evaluation Association Annual Meeting
  year: 2010
  ident: key 20170522111811_b19
  article-title: Evaluating technology in healthcare: testing the usability of a clinical trial query tool using think-aloud methods
– start-page: 7
  volume-title: 4th ACM Special Interest Group on Knowledge Discovery and Data Mining
  year: 2008
  ident: key 20170522111811_b20
  article-title: The cost of privacy: destruction of data-mining utility in anonymized data publishing
– ident: key 20170522111811_b11
– volume: 11
  start-page: 14
  year: 1986
  ident: key 20170522111811_b16
  article-title: A spiral model of software development and enhancement
  publication-title: SIGSOFT Softw Eng Note IEEE Computing Society
  doi: 10.1145/12944.12948
– year: 2010
  ident: key 20170522111811_b5
  article-title: Needs in clinical translational science
  publication-title: JOEUC
– ident: key 20170522111811_b24
– start-page: 552
  year: 2002
  ident: key 20170522111811_b14
  article-title: A security architecture for query tools used to access large biomedical databases
  publication-title: Proc AMIA Symp
– volume: 16
  start-page: 291
  year: 2009
  ident: key 20170522111811_b4
  article-title: Health IT success and failure: recommendations from literature and an AMIA workshop
  publication-title: JAMIA
– volume: 15
  start-page: 283
  year: 2008
  ident: key 20170522111811_b17
  article-title: People and organizational issues in research systems implementation
  publication-title: JAMIA
– volume: 14
  start-page: 478
  year: 2007
  ident: key 20170522111811_b18
  article-title: Issues in biomedical research data management and analysis: needs and barriers
  publication-title: JAMIA
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Snippet The Cross-Institutional Clinical Translational Research project explored a federated query tool and looked at how this tool can facilitate clinical trial...
ObjectiveThe Cross-Institutional Clinical Translational Research project explored a federated query tool and looked at how this tool can facilitate clinical...
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SubjectTerms Computer Communication Networks - standards
Confidentiality
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Humans
Information Storage and Retrieval
Logical Observation Identifiers Names and Codes
Research and Applications
Software
Translational Research, Biomedical - organization & administration
Title Implementation of a deidentified federated data network for population-based cohort discovery
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