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GORouter: an RDF model for providing semantic query and inference services for Gene Ontology and its associations
BACKGROUND: The most renowned biological ontology, Gene Ontology (GO) is widely used for annotations of genes and gene products of different organisms. However, there are shortcomings in the Resource Description Framework (RDF) data file provided by the GO consortium: 1) Lack of sufficient semantic...
Autores principales: | , , , , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2008
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2259407/ https://www.ncbi.nlm.nih.gov/pubmed/18315859 http://dx.doi.org/10.1186/1471-2105-9-S1-S6 |
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author | Xu, Qingwei Shi, Yixiang Lu, Qiang Zhang, Guoqing Luo, Qingming Li, Yixue |
author_facet | Xu, Qingwei Shi, Yixiang Lu, Qiang Zhang, Guoqing Luo, Qingming Li, Yixue |
author_sort | Xu, Qingwei |
collection | PubMed |
description | BACKGROUND: The most renowned biological ontology, Gene Ontology (GO) is widely used for annotations of genes and gene products of different organisms. However, there are shortcomings in the Resource Description Framework (RDF) data file provided by the GO consortium: 1) Lack of sufficient semantic relationships between pairs of terms coming from the three independent GO sub-ontologies, that limit the power to provide complex semantic queries and inference services based on it. 2) The term-centric view of GO annotation data and the fact that all information is stored in a single file. This makes attempts to retrieve GO annotations based on big volume datasets unmanageable. 3) No support of GOSlim. RESULTS: We propose a RDF model, GORouter, which encodes heterogeneous original data in a uniform RDF format, creates additional ontology mappings between GO terms, and introduces a set of inference rulebases. Furthermore, we use the Oracle Network Data Model (NDM) as the native RDF data repository and the table function RDF_MATCH to seamlessly combine the result of RDF queries with traditional relational data. As a result, the scale of GORouter is minimized; information not directly involved in semantic inference is put into relational tables. CONCLUSION: Our work demonstrates how to use multiple semantic web tools and techniques to provide a mixture of semantic query and inference solutions of GO and its associations. GORouter is licensed under Apache License Version 2.0, and is accessible via the website: . |
format | Text |
id | pubmed-2259407 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-22594072008-03-04 GORouter: an RDF model for providing semantic query and inference services for Gene Ontology and its associations Xu, Qingwei Shi, Yixiang Lu, Qiang Zhang, Guoqing Luo, Qingming Li, Yixue BMC Bioinformatics Proceedings BACKGROUND: The most renowned biological ontology, Gene Ontology (GO) is widely used for annotations of genes and gene products of different organisms. However, there are shortcomings in the Resource Description Framework (RDF) data file provided by the GO consortium: 1) Lack of sufficient semantic relationships between pairs of terms coming from the three independent GO sub-ontologies, that limit the power to provide complex semantic queries and inference services based on it. 2) The term-centric view of GO annotation data and the fact that all information is stored in a single file. This makes attempts to retrieve GO annotations based on big volume datasets unmanageable. 3) No support of GOSlim. RESULTS: We propose a RDF model, GORouter, which encodes heterogeneous original data in a uniform RDF format, creates additional ontology mappings between GO terms, and introduces a set of inference rulebases. Furthermore, we use the Oracle Network Data Model (NDM) as the native RDF data repository and the table function RDF_MATCH to seamlessly combine the result of RDF queries with traditional relational data. As a result, the scale of GORouter is minimized; information not directly involved in semantic inference is put into relational tables. CONCLUSION: Our work demonstrates how to use multiple semantic web tools and techniques to provide a mixture of semantic query and inference solutions of GO and its associations. GORouter is licensed under Apache License Version 2.0, and is accessible via the website: . BioMed Central 2008-02-13 /pmc/articles/PMC2259407/ /pubmed/18315859 http://dx.doi.org/10.1186/1471-2105-9-S1-S6 Text en Copyright © 2008 Xu 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 | Proceedings Xu, Qingwei Shi, Yixiang Lu, Qiang Zhang, Guoqing Luo, Qingming Li, Yixue GORouter: an RDF model for providing semantic query and inference services for Gene Ontology and its associations |
title | GORouter: an RDF model for providing semantic query and inference services for Gene Ontology and its associations |
title_full | GORouter: an RDF model for providing semantic query and inference services for Gene Ontology and its associations |
title_fullStr | GORouter: an RDF model for providing semantic query and inference services for Gene Ontology and its associations |
title_full_unstemmed | GORouter: an RDF model for providing semantic query and inference services for Gene Ontology and its associations |
title_short | GORouter: an RDF model for providing semantic query and inference services for Gene Ontology and its associations |
title_sort | gorouter: an rdf model for providing semantic query and inference services for gene ontology and its associations |
topic | Proceedings |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2259407/ https://www.ncbi.nlm.nih.gov/pubmed/18315859 http://dx.doi.org/10.1186/1471-2105-9-S1-S6 |
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