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New data and features for advanced data mining in Manteia

Manteia is an integrative database available online at http://manteia.igbmc.fr which provides a large array of OMICs data related to the development of the mouse, chicken, zebrafish and human. The system is designed to use different types of data together in order to perform advanced datamining, tes...

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Detalles Bibliográficos
Autor principal: Tassy, Olivier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5210669/
https://www.ncbi.nlm.nih.gov/pubmed/27924046
http://dx.doi.org/10.1093/nar/gkw999
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author Tassy, Olivier
author_facet Tassy, Olivier
author_sort Tassy, Olivier
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description Manteia is an integrative database available online at http://manteia.igbmc.fr which provides a large array of OMICs data related to the development of the mouse, chicken, zebrafish and human. The system is designed to use different types of data together in order to perform advanced datamining, test hypotheses or provide candidate genes involved in biological processes or responsible for human diseases. In this new version of the database, Manteia has been enhanced with new expression data originating from microarray and next generation sequencing experiments. In addition, the system includes new statistics tools to analyze lists of genes in order to compare their functions and highlight their specific features. One of the main novelties of this release is the integration of a machine learning tool called Lookalike that we have developed to analyze the different datasets present in the system in order to identify new disease genes. This tool identifies the key features of known disease genes to provide and rank new candidates with similar properties from the genome. It is also designed to highlight and take into account the specificities of a disease in order to increase the accuracy of its predictions.
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spelling pubmed-52106692017-01-05 New data and features for advanced data mining in Manteia Tassy, Olivier Nucleic Acids Res Database Issue Manteia is an integrative database available online at http://manteia.igbmc.fr which provides a large array of OMICs data related to the development of the mouse, chicken, zebrafish and human. The system is designed to use different types of data together in order to perform advanced datamining, test hypotheses or provide candidate genes involved in biological processes or responsible for human diseases. In this new version of the database, Manteia has been enhanced with new expression data originating from microarray and next generation sequencing experiments. In addition, the system includes new statistics tools to analyze lists of genes in order to compare their functions and highlight their specific features. One of the main novelties of this release is the integration of a machine learning tool called Lookalike that we have developed to analyze the different datasets present in the system in order to identify new disease genes. This tool identifies the key features of known disease genes to provide and rank new candidates with similar properties from the genome. It is also designed to highlight and take into account the specificities of a disease in order to increase the accuracy of its predictions. Oxford University Press 2017-01-04 2016-10-24 /pmc/articles/PMC5210669/ /pubmed/27924046 http://dx.doi.org/10.1093/nar/gkw999 Text en © The Author(s) 2016. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
spellingShingle Database Issue
Tassy, Olivier
New data and features for advanced data mining in Manteia
title New data and features for advanced data mining in Manteia
title_full New data and features for advanced data mining in Manteia
title_fullStr New data and features for advanced data mining in Manteia
title_full_unstemmed New data and features for advanced data mining in Manteia
title_short New data and features for advanced data mining in Manteia
title_sort new data and features for advanced data mining in manteia
topic Database Issue
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5210669/
https://www.ncbi.nlm.nih.gov/pubmed/27924046
http://dx.doi.org/10.1093/nar/gkw999
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