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EST2uni: an open, parallel tool for automated EST analysis and database creation, with a data mining web interface and microarray expression data integration
BACKGROUND: Expressed sequence tag (EST) collections are composed of a high number of single-pass, redundant, partial sequences, which need to be processed, clustered, and annotated to remove low-quality and vector regions, eliminate redundancy and sequencing errors, and provide biologically relevan...
Autores principales: | , , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2008
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2258287/ https://www.ncbi.nlm.nih.gov/pubmed/18179701 http://dx.doi.org/10.1186/1471-2105-9-5 |
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author | Forment, Javier Gilabert, Francisco Robles, Antonio Conejero, Vicente Nuez, Fernando Blanca, Jose M |
author_facet | Forment, Javier Gilabert, Francisco Robles, Antonio Conejero, Vicente Nuez, Fernando Blanca, Jose M |
author_sort | Forment, Javier |
collection | PubMed |
description | BACKGROUND: Expressed sequence tag (EST) collections are composed of a high number of single-pass, redundant, partial sequences, which need to be processed, clustered, and annotated to remove low-quality and vector regions, eliminate redundancy and sequencing errors, and provide biologically relevant information. In order to provide a suitable way of performing the different steps in the analysis of the ESTs, flexible computation pipelines adapted to the local needs of specific EST projects have to be developed. Furthermore, EST collections must be stored in highly structured relational databases available to researchers through user-friendly interfaces which allow efficient and complex data mining, thus offering maximum capabilities for their full exploitation. RESULTS: We have created EST2uni, an integrated, highly-configurable EST analysis pipeline and data mining software package that automates the pre-processing, clustering, annotation, database creation, and data mining of EST collections. The pipeline uses standard EST analysis tools and the software has a modular design to facilitate the addition of new analytical methods and their configuration. Currently implemented analyses include functional and structural annotation, SNP and microsatellite discovery, integration of previously known genetic marker data and gene expression results, and assistance in cDNA microarray design. It can be run in parallel in a PC cluster in order to reduce the time necessary for the analysis. It also creates a web site linked to the database, showing collection statistics, with complex query capabilities and tools for data mining and retrieval. CONCLUSION: The software package presented here provides an efficient and complete bioinformatics tool for the management of EST collections which is very easy to adapt to the local needs of different EST projects. The code is freely available under the GPL license and can be obtained at . This site also provides detailed instructions for installation and configuration of the software package. The code is under active development to incorporate new analyses, methods, and algorithms as they are released by the bioinformatics community. |
format | Text |
id | pubmed-2258287 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-22582872008-02-29 EST2uni: an open, parallel tool for automated EST analysis and database creation, with a data mining web interface and microarray expression data integration Forment, Javier Gilabert, Francisco Robles, Antonio Conejero, Vicente Nuez, Fernando Blanca, Jose M BMC Bioinformatics Software BACKGROUND: Expressed sequence tag (EST) collections are composed of a high number of single-pass, redundant, partial sequences, which need to be processed, clustered, and annotated to remove low-quality and vector regions, eliminate redundancy and sequencing errors, and provide biologically relevant information. In order to provide a suitable way of performing the different steps in the analysis of the ESTs, flexible computation pipelines adapted to the local needs of specific EST projects have to be developed. Furthermore, EST collections must be stored in highly structured relational databases available to researchers through user-friendly interfaces which allow efficient and complex data mining, thus offering maximum capabilities for their full exploitation. RESULTS: We have created EST2uni, an integrated, highly-configurable EST analysis pipeline and data mining software package that automates the pre-processing, clustering, annotation, database creation, and data mining of EST collections. The pipeline uses standard EST analysis tools and the software has a modular design to facilitate the addition of new analytical methods and their configuration. Currently implemented analyses include functional and structural annotation, SNP and microsatellite discovery, integration of previously known genetic marker data and gene expression results, and assistance in cDNA microarray design. It can be run in parallel in a PC cluster in order to reduce the time necessary for the analysis. It also creates a web site linked to the database, showing collection statistics, with complex query capabilities and tools for data mining and retrieval. CONCLUSION: The software package presented here provides an efficient and complete bioinformatics tool for the management of EST collections which is very easy to adapt to the local needs of different EST projects. The code is freely available under the GPL license and can be obtained at . This site also provides detailed instructions for installation and configuration of the software package. The code is under active development to incorporate new analyses, methods, and algorithms as they are released by the bioinformatics community. BioMed Central 2008-01-07 /pmc/articles/PMC2258287/ /pubmed/18179701 http://dx.doi.org/10.1186/1471-2105-9-5 Text en Copyright © 2008 Forment 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 | Software Forment, Javier Gilabert, Francisco Robles, Antonio Conejero, Vicente Nuez, Fernando Blanca, Jose M EST2uni: an open, parallel tool for automated EST analysis and database creation, with a data mining web interface and microarray expression data integration |
title | EST2uni: an open, parallel tool for automated EST analysis and database creation, with a data mining web interface and microarray expression data integration |
title_full | EST2uni: an open, parallel tool for automated EST analysis and database creation, with a data mining web interface and microarray expression data integration |
title_fullStr | EST2uni: an open, parallel tool for automated EST analysis and database creation, with a data mining web interface and microarray expression data integration |
title_full_unstemmed | EST2uni: an open, parallel tool for automated EST analysis and database creation, with a data mining web interface and microarray expression data integration |
title_short | EST2uni: an open, parallel tool for automated EST analysis and database creation, with a data mining web interface and microarray expression data integration |
title_sort | est2uni: an open, parallel tool for automated est analysis and database creation, with a data mining web interface and microarray expression data integration |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2258287/ https://www.ncbi.nlm.nih.gov/pubmed/18179701 http://dx.doi.org/10.1186/1471-2105-9-5 |
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