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GMIEC: a shiny application for the identification of gene-targeted drugs for precision medicine

ABSTRACT: BACKGROUND: Precision medicine is a medical approach that takes into account individual genetic variability and often requires Next Generation Sequencing data in order to predict new treatments. Here we present GMIEC, Genomic Modules Identification et Characterization for genomics medicine...

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Autores principales: Malagoli Tagliazucchi, Guidantonio, Taccioli, Cristian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7488130/
https://www.ncbi.nlm.nih.gov/pubmed/32912170
http://dx.doi.org/10.1186/s12864-020-06996-y
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author Malagoli Tagliazucchi, Guidantonio
Taccioli, Cristian
author_facet Malagoli Tagliazucchi, Guidantonio
Taccioli, Cristian
author_sort Malagoli Tagliazucchi, Guidantonio
collection PubMed
description ABSTRACT: BACKGROUND: Precision medicine is a medical approach that takes into account individual genetic variability and often requires Next Generation Sequencing data in order to predict new treatments. Here we present GMIEC, Genomic Modules Identification et Characterization for genomics medicine, an application that is able to identify specific drugs at the level of single patient integrating multi-omics data such as RNA-sequencing, copy-number variation, methylation, Chromatin Immuno-Precipitation and Exome/Whole Genome sequencing. It is also possible to include clinical data related to each patient. GMIEC has been developed as a web-based R-Shiny platform and gives as output a table easy to use and explore. RESULTS: We present GMIEC, a Shiny application for genomics medicine. The tool allows the users the integration of two or more multiple omics datasets (e.g. gene-expression, copy-number), at sample level, to identify groups of genes that share common genomic and corresponding drugs. We demonstrate the characteristics of our application by using it to analyze a prostate cancer data set. CONCLUSIONS: GMIEC provides a simple interface for genomics medicine. GMIEC was develop with Shiny to provide an application that does not require advanced programming skills. GMIEC consists of three sub-application for the analysis (GMIEC-AN), the visualization (GMIEC-VIS) and the exploration of results (GMIEC-RES). GMIEC is an open source software and is available at https://github.com/guidmt/GMIEC-shiny
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spelling pubmed-74881302020-09-16 GMIEC: a shiny application for the identification of gene-targeted drugs for precision medicine Malagoli Tagliazucchi, Guidantonio Taccioli, Cristian BMC Genomics Software ABSTRACT: BACKGROUND: Precision medicine is a medical approach that takes into account individual genetic variability and often requires Next Generation Sequencing data in order to predict new treatments. Here we present GMIEC, Genomic Modules Identification et Characterization for genomics medicine, an application that is able to identify specific drugs at the level of single patient integrating multi-omics data such as RNA-sequencing, copy-number variation, methylation, Chromatin Immuno-Precipitation and Exome/Whole Genome sequencing. It is also possible to include clinical data related to each patient. GMIEC has been developed as a web-based R-Shiny platform and gives as output a table easy to use and explore. RESULTS: We present GMIEC, a Shiny application for genomics medicine. The tool allows the users the integration of two or more multiple omics datasets (e.g. gene-expression, copy-number), at sample level, to identify groups of genes that share common genomic and corresponding drugs. We demonstrate the characteristics of our application by using it to analyze a prostate cancer data set. CONCLUSIONS: GMIEC provides a simple interface for genomics medicine. GMIEC was develop with Shiny to provide an application that does not require advanced programming skills. GMIEC consists of three sub-application for the analysis (GMIEC-AN), the visualization (GMIEC-VIS) and the exploration of results (GMIEC-RES). GMIEC is an open source software and is available at https://github.com/guidmt/GMIEC-shiny BioMed Central 2020-09-10 /pmc/articles/PMC7488130/ /pubmed/32912170 http://dx.doi.org/10.1186/s12864-020-06996-y Text en © The Author(s) 2020 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Software
Malagoli Tagliazucchi, Guidantonio
Taccioli, Cristian
GMIEC: a shiny application for the identification of gene-targeted drugs for precision medicine
title GMIEC: a shiny application for the identification of gene-targeted drugs for precision medicine
title_full GMIEC: a shiny application for the identification of gene-targeted drugs for precision medicine
title_fullStr GMIEC: a shiny application for the identification of gene-targeted drugs for precision medicine
title_full_unstemmed GMIEC: a shiny application for the identification of gene-targeted drugs for precision medicine
title_short GMIEC: a shiny application for the identification of gene-targeted drugs for precision medicine
title_sort gmiec: a shiny application for the identification of gene-targeted drugs for precision medicine
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7488130/
https://www.ncbi.nlm.nih.gov/pubmed/32912170
http://dx.doi.org/10.1186/s12864-020-06996-y
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