Literature DB >> 16574494

Data integration and genomic medicine.

Brenton Louie1, Peter Mork, Fernando Martin-Sanchez, Alon Halevy, Peter Tarczy-Hornoch.   

Abstract

Genomic medicine aims to revolutionize health care by applying our growing understanding of the molecular basis of disease. Research in this arena is data intensive, which means data sets are large and highly heterogeneous. To create knowledge from data, researchers must integrate these large and diverse data sets. This presents daunting informatic challenges such as representation of data that is suitable for computational inference (knowledge representation), and linking heterogeneous data sets (data integration). Fortunately, many of these challenges can be classified as data integration problems, and technologies exist in the area of data integration that may be applied to these challenges. In this paper, we discuss the opportunities of genomic medicine as well as identify the informatics challenges in this domain. We also review concepts and methodologies in the field of data integration. These data integration concepts and methodologies are then aligned with informatics challenges in genomic medicine and presented as potential solutions. We conclude this paper with challenges still not addressed in genomic medicine and gaps that remain in data integration research to facilitate genomic medicine.

Mesh:

Year:  2006        PMID: 16574494     DOI: 10.1016/j.jbi.2006.02.007

Source DB:  PubMed          Journal:  J Biomed Inform        ISSN: 1532-0464            Impact factor:   6.317


  50 in total

1.  Data analysis and data mining: current issues in biomedical informatics.

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Review 2.  Evolution and challenges in the design of computational systems for triage assistance.

Authors:  María M Abad-Grau; Jorge Ierache; Claudio Cervino; Paola Sebastiani
Journal:  J Biomed Inform       Date:  2008-02-05       Impact factor: 6.317

3.  Issues in biomedical research data management and analysis: needs and barriers.

Authors:  Nicholas R Anderson; E Sally Lee; J Scott Brockenbrough; Mark E Minie; Sherrilynne Fuller; James Brinkley; Peter Tarczy-Hornoch
Journal:  J Am Med Inform Assoc       Date:  2007-04-25       Impact factor: 4.497

4.  Bio*Medical Informatics and Genomic Medicine: Research and Training.

Authors: 
Journal:  J Biomed Inform       Date:  2007-02       Impact factor: 6.317

5.  Resolving complex research data management issues in biomedical laboratories: Qualitative study of an industry-academia collaboration.

Authors:  Sahiti Myneni; Vimla L Patel; G Steven Bova; Jian Wang; Christopher F Ackerman; Cynthia A Berlinicke; Steve H Chen; Mikael Lindvall; Donald J Zack
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6.  Translational integrity and continuity: personalized biomedical data integration.

Authors:  Xiaoming Wang; Lili Liu; James Fackenthal; Shelly Cummings; Maggie Cook; Kisha Hope; Jonathan C Silverstein; Olufunmilayo I Olopade
Journal:  J Biomed Inform       Date:  2008-08-12       Impact factor: 6.317

7.  semCDI: a query formulation for semantic data integration in caBIG.

Authors:  E Patrick Shironoshita; Yves R Jean-Mary; Ray M Bradley; Mansur R Kabuka
Journal:  J Am Med Inform Assoc       Date:  2008-04-24       Impact factor: 4.497

8.  Large datasets in biomedicine: a discussion of salient analytic issues.

Authors:  Anshu Sinha; George Hripcsak; Marianthi Markatou
Journal:  J Am Med Inform Assoc       Date:  2009-08-28       Impact factor: 4.497

9.  A Dimensional Bus model for integrating clinical and research data.

Authors:  Ted D Wade; Richard C Hum; James R Murphy
Journal:  J Am Med Inform Assoc       Date:  2011-08-19       Impact factor: 4.497

10.  Using an integrated ontology and information model for querying and reasoning about phenotypes: The case of autism.

Authors:  Samson W Tu; Samson Tu; Lakshika Tennakoon; Martin O'Connor; Martin Connor; Ravi Shankar; Amar Das
Journal:  AMIA Annu Symp Proc       Date:  2008-11-06
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