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Rocker: Open source, easy-to-use tool for AUC and enrichment calculations and ROC visualization

ABSTRACT: Receiver operating characteristics (ROC) curve with the calculation of area under curve (AUC) is a useful tool to evaluate the performance of biomedical and chemoinformatics data. For example, in virtual drug screening ROC curves are very often used to visualize the efficiency of the used...

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Autores principales: Lätti, Sakari, Niinivehmas, Sanna, Pentikäinen, Olli T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5013620/
https://www.ncbi.nlm.nih.gov/pubmed/27606011
http://dx.doi.org/10.1186/s13321-016-0158-y
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author Lätti, Sakari
Niinivehmas, Sanna
Pentikäinen, Olli T.
author_facet Lätti, Sakari
Niinivehmas, Sanna
Pentikäinen, Olli T.
author_sort Lätti, Sakari
collection PubMed
description ABSTRACT: Receiver operating characteristics (ROC) curve with the calculation of area under curve (AUC) is a useful tool to evaluate the performance of biomedical and chemoinformatics data. For example, in virtual drug screening ROC curves are very often used to visualize the efficiency of the used application to separate active ligands from inactive molecules. Unfortunately, most of the available tools for ROC analysis are implemented into commercially available software packages, or are plugins in statistical software, which are not always the easiest to use. Here, we present Rocker, a simple ROC curve visualization tool that can be used for the generation of publication quality images. Rocker also includes an automatic calculation of the AUC for the ROC curve and Boltzmann-enhanced discrimination of ROC (BEDROC). Furthermore, in virtual screening campaigns it is often important to understand the early enrichment of active ligand identification, for this Rocker offers automated calculation routine. To enable further development of Rocker, it is freely available (MIT-GPL license) for use and modifications from our web-site (http://www.jyu.fi/rocker). GRAPHICAL ABSTRACT: [Image: see text]
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spelling pubmed-50136202016-09-08 Rocker: Open source, easy-to-use tool for AUC and enrichment calculations and ROC visualization Lätti, Sakari Niinivehmas, Sanna Pentikäinen, Olli T. J Cheminform Software ABSTRACT: Receiver operating characteristics (ROC) curve with the calculation of area under curve (AUC) is a useful tool to evaluate the performance of biomedical and chemoinformatics data. For example, in virtual drug screening ROC curves are very often used to visualize the efficiency of the used application to separate active ligands from inactive molecules. Unfortunately, most of the available tools for ROC analysis are implemented into commercially available software packages, or are plugins in statistical software, which are not always the easiest to use. Here, we present Rocker, a simple ROC curve visualization tool that can be used for the generation of publication quality images. Rocker also includes an automatic calculation of the AUC for the ROC curve and Boltzmann-enhanced discrimination of ROC (BEDROC). Furthermore, in virtual screening campaigns it is often important to understand the early enrichment of active ligand identification, for this Rocker offers automated calculation routine. To enable further development of Rocker, it is freely available (MIT-GPL license) for use and modifications from our web-site (http://www.jyu.fi/rocker). GRAPHICAL ABSTRACT: [Image: see text] Springer International Publishing 2016-09-07 /pmc/articles/PMC5013620/ /pubmed/27606011 http://dx.doi.org/10.1186/s13321-016-0158-y Text en © The Author(s) 2016 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
Lätti, Sakari
Niinivehmas, Sanna
Pentikäinen, Olli T.
Rocker: Open source, easy-to-use tool for AUC and enrichment calculations and ROC visualization
title Rocker: Open source, easy-to-use tool for AUC and enrichment calculations and ROC visualization
title_full Rocker: Open source, easy-to-use tool for AUC and enrichment calculations and ROC visualization
title_fullStr Rocker: Open source, easy-to-use tool for AUC and enrichment calculations and ROC visualization
title_full_unstemmed Rocker: Open source, easy-to-use tool for AUC and enrichment calculations and ROC visualization
title_short Rocker: Open source, easy-to-use tool for AUC and enrichment calculations and ROC visualization
title_sort rocker: open source, easy-to-use tool for auc and enrichment calculations and roc visualization
topic Software
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5013620/
https://www.ncbi.nlm.nih.gov/pubmed/27606011
http://dx.doi.org/10.1186/s13321-016-0158-y
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