Literature DB >> 28269909

Standardized Representation of Clinical Study Data Dictionaries with CIMI Archetypes.

Deepak K Sharma1, Harold R Solbrig1, Eric Prud'hommeaux2, Jyotishman Pathak3, Guoqian Jiang1.   

Abstract

Researchers commonly use a tabular format to describe and represent clinical study data. The lack of standardization of data dictionary's metadata elements presents challenges for their harmonization for similar studies and impedes interoperability outside the local context. We propose that representing data dictionaries in the form of standardized archetypes can help to overcome this problem. The Archetype Modeling Language (AML) as developed by the Clinical Information Modeling Initiative (CIMI) can serve as a common format for the representation of data dictionary models. We mapped three different data dictionaries (identified from dbGAP, PheKB and TCGA) onto AML archetypes by aligning dictionary variable definitions with the AML archetype elements. The near complete alignment of data dictionaries helped map them into valid AML models that captured all data dictionary model metadata. The outcome of the work would help subject matter experts harmonize data models for quality, semantic interoperability and better downstream data integration.

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Year:  2017        PMID: 28269909      PMCID: PMC5333261     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  9 in total

1.  Integration challenges of clinical information systems developed without a shared data dictionary.

Authors:  Val N Hicken; Sidney N Thornton; Roberto A Rocha
Journal:  Stud Health Technol Inform       Date:  2004

2.  Archetypes and the EHR.

Authors:  Thomas Beale
Journal:  Stud Health Technol Inform       Date:  2003

3.  Evaluation of the expressiveness of an ICNP-based nursing data dictionary in a computerized nursing record system.

Authors:  Insook Cho; Hyeoun-Ae Park
Journal:  J Am Med Inform Assoc       Date:  2006-04-18       Impact factor: 4.497

4.  An XML model of an enhanced data dictionary to facilitate the exchange of pre-existing clinical research data in international studies.

Authors:  Stephany N Duda; Clint Cushman; Daniel R Masys
Journal:  Stud Health Technol Inform       Date:  2007

5.  Harmonization of detailed clinical models with clinical study data standards.

Authors:  G Jiang; J Evans; T A Oniki; J F Coyle; L Bain; S M Huff; R D Kush; C G Chute
Journal:  Methods Inf Med       Date:  2014-11-26       Impact factor: 2.176

6.  PheKB: a catalog and workflow for creating electronic phenotype algorithms for transportability.

Authors:  Jacqueline C Kirby; Peter Speltz; Luke V Rasmussen; Melissa Basford; Omri Gottesman; Peggy L Peissig; Jennifer A Pacheco; Gerard Tromp; Jyotishman Pathak; David S Carrell; Stephen B Ellis; Todd Lingren; Will K Thompson; Guergana Savova; Jonathan Haines; Dan M Roden; Paul A Harris; Joshua C Denny
Journal:  J Am Med Inform Assoc       Date:  2016-03-28       Impact factor: 4.497

7.  Procurement of shared data instruments for Research Electronic Data Capture (REDCap).

Authors:  Jihad S Obeid; Catherine A McGraw; Brenda L Minor; José G Conde; Robert Pawluk; Michael Lin; Janey Wang; Sean R Banks; Sheree A Hemphill; Rob Taylor; Paul A Harris
Journal:  J Biomed Inform       Date:  2012-11-10       Impact factor: 6.317

8.  Core Standards of the EUBIROD Project. Defining a European Diabetes Data Dictionary for Clinical Audit and Healthcare Delivery.

Authors:  S G Cunningham; F Carinci; M Brillante; G P Leese; R R McAlpine; J Azzopardi; P Beck; N Bratina; V Bocquet; K Doggen; P K Jarosz-Chobot; M Jecht; U Lindblad; T Moulton; Ž Metelko; A Nagy; G Olympios; S Pruna; S Skeie; F Storms; C T Di Iorio; M Massi Benedetti
Journal:  Methods Inf Med       Date:  2015-12-15       Impact factor: 2.176

9.  NCBI's Database of Genotypes and Phenotypes: dbGaP.

Authors:  Kimberly A Tryka; Luning Hao; Anne Sturcke; Yumi Jin; Zhen Y Wang; Lora Ziyabari; Moira Lee; Natalia Popova; Nataliya Sharopova; Masato Kimura; Michael Feolo
Journal:  Nucleic Acids Res       Date:  2013-12-01       Impact factor: 16.971

  9 in total
  3 in total

1.  Development and validation of techniques for phenotyping ST-elevation myocardial infarction encounters from electronic health records.

Authors:  Sulaiman Somani; Stephen Yoffie; Shelly Teng; Shreyas Havaldar; Girish N Nadkarni; Shan Zhao; Benjamin S Glicksberg
Journal:  JAMIA Open       Date:  2021-08-19

2.  D2Refine: A Platform for Clinical Research Study Data Element Harmonization and Standardization.

Authors:  Deepak K Sharma; Harold R Solbrig; Eric Prud'hommeaux; Kate Lee; Jyotishman Pathak; Guoqian Jiang
Journal:  AMIA Jt Summits Transl Sci Proc       Date:  2017-07-26

3.  The D2Refine Platform for the Standardization of Clinical Research Study Data Dictionaries: Usability Study.

Authors:  Deepak Kumar Sharma; Kevin Jerrold Peterson; Na Hong; Guoqian Jiang
Journal:  JMIR Hum Factors       Date:  2018-07-25
  3 in total

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