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Semantic wikis as flexible database interfaces for biomedical applications

Several challenges prevent extracting knowledge from biomedical resources, including data heterogeneity and the difficulty to obtain and collaborate on data and annotations by medical doctors. Therefore, flexibility in their representation and interconnection is required; it is also essential to be...

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Autores principales: Falda, Marco, Atzori, Manfredo, Corbetta, Maurizio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9851594/
https://www.ncbi.nlm.nih.gov/pubmed/36658254
http://dx.doi.org/10.1038/s41598-023-27743-9
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author Falda, Marco
Atzori, Manfredo
Corbetta, Maurizio
author_facet Falda, Marco
Atzori, Manfredo
Corbetta, Maurizio
author_sort Falda, Marco
collection PubMed
description Several challenges prevent extracting knowledge from biomedical resources, including data heterogeneity and the difficulty to obtain and collaborate on data and annotations by medical doctors. Therefore, flexibility in their representation and interconnection is required; it is also essential to be able to interact easily with such data. In recent years, semantic tools have been developed: semantic wikis are collections of wiki pages that can be annotated with properties and so combine flexibility and expressiveness, two desirable aspects when modeling databases, especially in the dynamic biomedical domain. However, semantics and collaborative analysis of biomedical data is still an unsolved challenge. The aim of this work is to create a tool for easing the design and the setup of semantic databases and to give the possibility to enrich them with biostatistical applications. As a side effect, this will also make them reproducible, fostering their application by other research groups. A command-line software has been developed for creating all structures required by Semantic MediaWiki. Besides, a way to expose statistical analyses as R Shiny applications in the interface is provided, along with a facility to export Prolog predicates for reasoning with external tools. The developed software allowed to create a set of biomedical databases for the Neuroscience Department of the University of Padova in a more automated way. They can be extended with additional qualitative and statistical analyses of data, including for instance regressions, geographical distribution of diseases, and clustering. The software is released as open source-code and published under the GPL-3 license at https://github.com/mfalda/tsv2swm.
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spelling pubmed-98515942023-01-20 Semantic wikis as flexible database interfaces for biomedical applications Falda, Marco Atzori, Manfredo Corbetta, Maurizio Sci Rep Article Several challenges prevent extracting knowledge from biomedical resources, including data heterogeneity and the difficulty to obtain and collaborate on data and annotations by medical doctors. Therefore, flexibility in their representation and interconnection is required; it is also essential to be able to interact easily with such data. In recent years, semantic tools have been developed: semantic wikis are collections of wiki pages that can be annotated with properties and so combine flexibility and expressiveness, two desirable aspects when modeling databases, especially in the dynamic biomedical domain. However, semantics and collaborative analysis of biomedical data is still an unsolved challenge. The aim of this work is to create a tool for easing the design and the setup of semantic databases and to give the possibility to enrich them with biostatistical applications. As a side effect, this will also make them reproducible, fostering their application by other research groups. A command-line software has been developed for creating all structures required by Semantic MediaWiki. Besides, a way to expose statistical analyses as R Shiny applications in the interface is provided, along with a facility to export Prolog predicates for reasoning with external tools. The developed software allowed to create a set of biomedical databases for the Neuroscience Department of the University of Padova in a more automated way. They can be extended with additional qualitative and statistical analyses of data, including for instance regressions, geographical distribution of diseases, and clustering. The software is released as open source-code and published under the GPL-3 license at https://github.com/mfalda/tsv2swm. Nature Publishing Group UK 2023-01-19 /pmc/articles/PMC9851594/ /pubmed/36658254 http://dx.doi.org/10.1038/s41598-023-27743-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Falda, Marco
Atzori, Manfredo
Corbetta, Maurizio
Semantic wikis as flexible database interfaces for biomedical applications
title Semantic wikis as flexible database interfaces for biomedical applications
title_full Semantic wikis as flexible database interfaces for biomedical applications
title_fullStr Semantic wikis as flexible database interfaces for biomedical applications
title_full_unstemmed Semantic wikis as flexible database interfaces for biomedical applications
title_short Semantic wikis as flexible database interfaces for biomedical applications
title_sort semantic wikis as flexible database interfaces for biomedical applications
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9851594/
https://www.ncbi.nlm.nih.gov/pubmed/36658254
http://dx.doi.org/10.1038/s41598-023-27743-9
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