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Vertical and horizontal integration of multi-omics data with miodin

BACKGROUND: Studies on multiple modalities of omics data such as transcriptomics, genomics and proteomics are growing in popularity, since they allow us to investigate complex mechanisms across molecular layers. It is widely recognized that integrative omics analysis holds the promise to unlock nove...

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Detalles Bibliográficos
Autor principal: Ulfenborg, Benjamin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6902525/
https://www.ncbi.nlm.nih.gov/pubmed/31823712
http://dx.doi.org/10.1186/s12859-019-3224-4
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author Ulfenborg, Benjamin
author_facet Ulfenborg, Benjamin
author_sort Ulfenborg, Benjamin
collection PubMed
description BACKGROUND: Studies on multiple modalities of omics data such as transcriptomics, genomics and proteomics are growing in popularity, since they allow us to investigate complex mechanisms across molecular layers. It is widely recognized that integrative omics analysis holds the promise to unlock novel and actionable biological insights into health and disease. Integration of multi-omics data remains challenging, however, and requires combination of several software tools and extensive technical expertise to account for the properties of heterogeneous data. RESULTS: This paper presents the miodin R package, which provides a streamlined workflow-based syntax for multi-omics data analysis. The package allows users to perform analysis of omics data either across experiments on the same samples (vertical integration), or across studies on the same variables (horizontal integration). Workflows have been designed to promote transparent data analysis and reduce the technical expertise required to perform low-level data import and processing. CONCLUSIONS: The miodin package is implemented in R and is freely available for use and extension under the GPL-3 license. Package source, reference documentation and user manual are available at https://gitlab.com/algoromics/miodin.
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spelling pubmed-69025252019-12-11 Vertical and horizontal integration of multi-omics data with miodin Ulfenborg, Benjamin BMC Bioinformatics Software BACKGROUND: Studies on multiple modalities of omics data such as transcriptomics, genomics and proteomics are growing in popularity, since they allow us to investigate complex mechanisms across molecular layers. It is widely recognized that integrative omics analysis holds the promise to unlock novel and actionable biological insights into health and disease. Integration of multi-omics data remains challenging, however, and requires combination of several software tools and extensive technical expertise to account for the properties of heterogeneous data. RESULTS: This paper presents the miodin R package, which provides a streamlined workflow-based syntax for multi-omics data analysis. The package allows users to perform analysis of omics data either across experiments on the same samples (vertical integration), or across studies on the same variables (horizontal integration). Workflows have been designed to promote transparent data analysis and reduce the technical expertise required to perform low-level data import and processing. CONCLUSIONS: The miodin package is implemented in R and is freely available for use and extension under the GPL-3 license. Package source, reference documentation and user manual are available at https://gitlab.com/algoromics/miodin. BioMed Central 2019-12-10 /pmc/articles/PMC6902525/ /pubmed/31823712 http://dx.doi.org/10.1186/s12859-019-3224-4 Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. 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.
spellingShingle Software
Ulfenborg, Benjamin
Vertical and horizontal integration of multi-omics data with miodin
title Vertical and horizontal integration of multi-omics data with miodin
title_full Vertical and horizontal integration of multi-omics data with miodin
title_fullStr Vertical and horizontal integration of multi-omics data with miodin
title_full_unstemmed Vertical and horizontal integration of multi-omics data with miodin
title_short Vertical and horizontal integration of multi-omics data with miodin
title_sort vertical and horizontal integration of multi-omics data with miodin
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6902525/
https://www.ncbi.nlm.nih.gov/pubmed/31823712
http://dx.doi.org/10.1186/s12859-019-3224-4
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