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patRoon: open source software platform for environmental mass spectrometry based non-target screening

Mass spectrometry based non-target analysis is increasingly adopted in environmental sciences to screen and identify numerous chemicals simultaneously in highly complex samples. However, current data processing software either lack functionality for environmental sciences, solve only part of the wor...

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Autores principales: Helmus, Rick, ter Laak, Thomas L., van Wezel, Annemarie P., de Voogt, Pim, Schymanski, Emma L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7789171/
https://www.ncbi.nlm.nih.gov/pubmed/33407901
http://dx.doi.org/10.1186/s13321-020-00477-w
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author Helmus, Rick
ter Laak, Thomas L.
van Wezel, Annemarie P.
de Voogt, Pim
Schymanski, Emma L.
author_facet Helmus, Rick
ter Laak, Thomas L.
van Wezel, Annemarie P.
de Voogt, Pim
Schymanski, Emma L.
author_sort Helmus, Rick
collection PubMed
description Mass spectrometry based non-target analysis is increasingly adopted in environmental sciences to screen and identify numerous chemicals simultaneously in highly complex samples. However, current data processing software either lack functionality for environmental sciences, solve only part of the workflow, are not openly available and/or are restricted in input data formats. In this paper we present patRoon, a new R based open-source software platform, which provides comprehensive, fully tailored and straightforward non-target analysis workflows. This platform makes the use, evaluation and mixing of well-tested algorithms seamless by harmonizing various common (primarily open) software tools under a consistent interface. In addition, patRoon offers various functionality and strategies to simplify and perform automated processing of complex (environmental) data effectively. patRoon implements several effective optimization strategies to significantly reduce computational times. The ability of patRoon to perform time-efficient and automated non-target data annotation of environmental samples is demonstrated with a simple and reproducible workflow using open-access data of spiked samples from a drinking water treatment plant study. In addition, the ability to easily use, combine and evaluate different algorithms was demonstrated for three commonly used feature finding algorithms. This article, combined with already published works, demonstrate that patRoon helps make comprehensive (environmental) non-target analysis readily accessible to a wider community of researchers.
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spelling pubmed-77891712021-01-07 patRoon: open source software platform for environmental mass spectrometry based non-target screening Helmus, Rick ter Laak, Thomas L. van Wezel, Annemarie P. de Voogt, Pim Schymanski, Emma L. J Cheminform Software Mass spectrometry based non-target analysis is increasingly adopted in environmental sciences to screen and identify numerous chemicals simultaneously in highly complex samples. However, current data processing software either lack functionality for environmental sciences, solve only part of the workflow, are not openly available and/or are restricted in input data formats. In this paper we present patRoon, a new R based open-source software platform, which provides comprehensive, fully tailored and straightforward non-target analysis workflows. This platform makes the use, evaluation and mixing of well-tested algorithms seamless by harmonizing various common (primarily open) software tools under a consistent interface. In addition, patRoon offers various functionality and strategies to simplify and perform automated processing of complex (environmental) data effectively. patRoon implements several effective optimization strategies to significantly reduce computational times. The ability of patRoon to perform time-efficient and automated non-target data annotation of environmental samples is demonstrated with a simple and reproducible workflow using open-access data of spiked samples from a drinking water treatment plant study. In addition, the ability to easily use, combine and evaluate different algorithms was demonstrated for three commonly used feature finding algorithms. This article, combined with already published works, demonstrate that patRoon helps make comprehensive (environmental) non-target analysis readily accessible to a wider community of researchers. Springer International Publishing 2021-01-06 /pmc/articles/PMC7789171/ /pubmed/33407901 http://dx.doi.org/10.1186/s13321-020-00477-w Text en © The Author(s) 2021 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
Helmus, Rick
ter Laak, Thomas L.
van Wezel, Annemarie P.
de Voogt, Pim
Schymanski, Emma L.
patRoon: open source software platform for environmental mass spectrometry based non-target screening
title patRoon: open source software platform for environmental mass spectrometry based non-target screening
title_full patRoon: open source software platform for environmental mass spectrometry based non-target screening
title_fullStr patRoon: open source software platform for environmental mass spectrometry based non-target screening
title_full_unstemmed patRoon: open source software platform for environmental mass spectrometry based non-target screening
title_short patRoon: open source software platform for environmental mass spectrometry based non-target screening
title_sort patroon: open source software platform for environmental mass spectrometry based non-target screening
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7789171/
https://www.ncbi.nlm.nih.gov/pubmed/33407901
http://dx.doi.org/10.1186/s13321-020-00477-w
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