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IonFlow: a galaxy tool for the analysis of ionomics data sets

INTRODUCTION: Inductively coupled plasma mass spectrometry (ICP-MS) experiments generate complex multi-dimensional data sets that require specialist data analysis tools. OBJECTIVE: Here we describe tools to facilitate analysis of the ionome composed of high-throughput elemental profiling data. METHO...

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Autores principales: Iacovacci, J., Lin, W., Griffin, J. L., Glen, R. C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8464566/
https://www.ncbi.nlm.nih.gov/pubmed/34562172
http://dx.doi.org/10.1007/s11306-021-01841-z
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author Iacovacci, J.
Lin, W.
Griffin, J. L.
Glen, R. C.
author_facet Iacovacci, J.
Lin, W.
Griffin, J. L.
Glen, R. C.
author_sort Iacovacci, J.
collection PubMed
description INTRODUCTION: Inductively coupled plasma mass spectrometry (ICP-MS) experiments generate complex multi-dimensional data sets that require specialist data analysis tools. OBJECTIVE: Here we describe tools to facilitate analysis of the ionome composed of high-throughput elemental profiling data. METHODS: IonFlow is a Galaxy tool written in R for ionomics data analysis and is freely accessible at https://github.com/wanchanglin/ionflow. It is designed as a pipeline that can process raw data to enable exploration and interpretation using multivariate statistical techniques and network-based algorithms, including principal components analysis, hierarchical clustering, relevance network extraction and analysis, and gene set enrichment analysis. RESULTS AND CONCLUSION: The pipeline is described and tested on two benchmark data sets of the haploid S. Cerevisiae ionome and of the human HeLa cell ionome. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11306-021-01841-z.
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spelling pubmed-84645662021-10-08 IonFlow: a galaxy tool for the analysis of ionomics data sets Iacovacci, J. Lin, W. Griffin, J. L. Glen, R. C. Metabolomics Original Article INTRODUCTION: Inductively coupled plasma mass spectrometry (ICP-MS) experiments generate complex multi-dimensional data sets that require specialist data analysis tools. OBJECTIVE: Here we describe tools to facilitate analysis of the ionome composed of high-throughput elemental profiling data. METHODS: IonFlow is a Galaxy tool written in R for ionomics data analysis and is freely accessible at https://github.com/wanchanglin/ionflow. It is designed as a pipeline that can process raw data to enable exploration and interpretation using multivariate statistical techniques and network-based algorithms, including principal components analysis, hierarchical clustering, relevance network extraction and analysis, and gene set enrichment analysis. RESULTS AND CONCLUSION: The pipeline is described and tested on two benchmark data sets of the haploid S. Cerevisiae ionome and of the human HeLa cell ionome. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s11306-021-01841-z. Springer US 2021-09-25 2021 /pmc/articles/PMC8464566/ /pubmed/34562172 http://dx.doi.org/10.1007/s11306-021-01841-z Text en © The Author(s) 2021 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 Original Article
Iacovacci, J.
Lin, W.
Griffin, J. L.
Glen, R. C.
IonFlow: a galaxy tool for the analysis of ionomics data sets
title IonFlow: a galaxy tool for the analysis of ionomics data sets
title_full IonFlow: a galaxy tool for the analysis of ionomics data sets
title_fullStr IonFlow: a galaxy tool for the analysis of ionomics data sets
title_full_unstemmed IonFlow: a galaxy tool for the analysis of ionomics data sets
title_short IonFlow: a galaxy tool for the analysis of ionomics data sets
title_sort ionflow: a galaxy tool for the analysis of ionomics data sets
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8464566/
https://www.ncbi.nlm.nih.gov/pubmed/34562172
http://dx.doi.org/10.1007/s11306-021-01841-z
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