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S3DB core: a framework for RDF generation and management in bioinformatics infrastructures

BACKGROUND: Biomedical research is set to greatly benefit from the use of semantic web technologies in the design of computational infrastructure. However, beyond well defined research initiatives, substantial issues of data heterogeneity, source distribution, and privacy currently stand in the way...

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Detalles Bibliográficos
Autores principales: Almeida, Jonas S, Deus, Helena F, Maass, Wolfgang
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2918582/
https://www.ncbi.nlm.nih.gov/pubmed/20646315
http://dx.doi.org/10.1186/1471-2105-11-387
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author Almeida, Jonas S
Deus, Helena F
Maass, Wolfgang
author_facet Almeida, Jonas S
Deus, Helena F
Maass, Wolfgang
author_sort Almeida, Jonas S
collection PubMed
description BACKGROUND: Biomedical research is set to greatly benefit from the use of semantic web technologies in the design of computational infrastructure. However, beyond well defined research initiatives, substantial issues of data heterogeneity, source distribution, and privacy currently stand in the way towards the personalization of Medicine. RESULTS: A computational framework for bioinformatic infrastructure was designed to deal with the heterogeneous data sources and the sensitive mixture of public and private data that characterizes the biomedical domain. This framework consists of a logical model build with semantic web tools, coupled with a Markov process that propagates user operator states. An accompanying open source prototype was developed to meet a series of applications that range from collaborative multi-institution data acquisition efforts to data analysis applications that need to quickly traverse complex data structures. This report describes the two abstractions underlying the S3DB-based infrastructure, logical and numerical, and discusses its generality beyond the immediate confines of existing implementations. CONCLUSIONS: The emergence of the "web as a computer" requires a formal model for the different functionalities involved in reading and writing to it. The S3DB core model proposed was found to address the design criteria of biomedical computational infrastructure, such as those supporting large scale multi-investigator research, clinical trials, and molecular epidemiology.
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spelling pubmed-29185822010-08-10 S3DB core: a framework for RDF generation and management in bioinformatics infrastructures Almeida, Jonas S Deus, Helena F Maass, Wolfgang BMC Bioinformatics Research Article BACKGROUND: Biomedical research is set to greatly benefit from the use of semantic web technologies in the design of computational infrastructure. However, beyond well defined research initiatives, substantial issues of data heterogeneity, source distribution, and privacy currently stand in the way towards the personalization of Medicine. RESULTS: A computational framework for bioinformatic infrastructure was designed to deal with the heterogeneous data sources and the sensitive mixture of public and private data that characterizes the biomedical domain. This framework consists of a logical model build with semantic web tools, coupled with a Markov process that propagates user operator states. An accompanying open source prototype was developed to meet a series of applications that range from collaborative multi-institution data acquisition efforts to data analysis applications that need to quickly traverse complex data structures. This report describes the two abstractions underlying the S3DB-based infrastructure, logical and numerical, and discusses its generality beyond the immediate confines of existing implementations. CONCLUSIONS: The emergence of the "web as a computer" requires a formal model for the different functionalities involved in reading and writing to it. The S3DB core model proposed was found to address the design criteria of biomedical computational infrastructure, such as those supporting large scale multi-investigator research, clinical trials, and molecular epidemiology. BioMed Central 2010-07-20 /pmc/articles/PMC2918582/ /pubmed/20646315 http://dx.doi.org/10.1186/1471-2105-11-387 Text en Copyright ©2010 Almeida et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Almeida, Jonas S
Deus, Helena F
Maass, Wolfgang
S3DB core: a framework for RDF generation and management in bioinformatics infrastructures
title S3DB core: a framework for RDF generation and management in bioinformatics infrastructures
title_full S3DB core: a framework for RDF generation and management in bioinformatics infrastructures
title_fullStr S3DB core: a framework for RDF generation and management in bioinformatics infrastructures
title_full_unstemmed S3DB core: a framework for RDF generation and management in bioinformatics infrastructures
title_short S3DB core: a framework for RDF generation and management in bioinformatics infrastructures
title_sort s3db core: a framework for rdf generation and management in bioinformatics infrastructures
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2918582/
https://www.ncbi.nlm.nih.gov/pubmed/20646315
http://dx.doi.org/10.1186/1471-2105-11-387
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