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Interactively AUDIT Your Growth Curves with a Suite of R Packages

Bottlenecks often occur during data analysis when studying microbial growth in liquid culture at large scale. A researcher can collect thousands of growth curves, repeated measures of a microbial liquid culture, at once in multiple micro titer plates by purpose-built robotic instruments. However, it...

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Detalles Bibliográficos
Autores principales: Coutin, Nicolas P. J., Giaever, Guri, Nislow, Corey
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Genetics Society of America 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7056965/
https://www.ncbi.nlm.nih.gov/pubmed/31974098
http://dx.doi.org/10.1534/g3.119.400898
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author Coutin, Nicolas P. J.
Giaever, Guri
Nislow, Corey
author_facet Coutin, Nicolas P. J.
Giaever, Guri
Nislow, Corey
author_sort Coutin, Nicolas P. J.
collection PubMed
description Bottlenecks often occur during data analysis when studying microbial growth in liquid culture at large scale. A researcher can collect thousands of growth curves, repeated measures of a microbial liquid culture, at once in multiple micro titer plates by purpose-built robotic instruments. However, it can be difficult and time-consuming to inspect and analyze these data. This is especially true for researchers without programming experience. To enable this researcher, we created and describe an interactive application: Automated Usher for Data Inspection and Tidying (AUDIT). It allows the user to analyze growth curve data generated from one or more runs each with one or more micro titer plates alongside their experimental design. AUDIT covers input, pre-processing, summarizing, visual exploration and output. Compared to previously available tools AUDIT handles more data, provides live previews and is built from individually re-usable pieces distributed as R packages.
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spelling pubmed-70569652020-03-12 Interactively AUDIT Your Growth Curves with a Suite of R Packages Coutin, Nicolas P. J. Giaever, Guri Nislow, Corey G3 (Bethesda) Software and Data Resources Bottlenecks often occur during data analysis when studying microbial growth in liquid culture at large scale. A researcher can collect thousands of growth curves, repeated measures of a microbial liquid culture, at once in multiple micro titer plates by purpose-built robotic instruments. However, it can be difficult and time-consuming to inspect and analyze these data. This is especially true for researchers without programming experience. To enable this researcher, we created and describe an interactive application: Automated Usher for Data Inspection and Tidying (AUDIT). It allows the user to analyze growth curve data generated from one or more runs each with one or more micro titer plates alongside their experimental design. AUDIT covers input, pre-processing, summarizing, visual exploration and output. Compared to previously available tools AUDIT handles more data, provides live previews and is built from individually re-usable pieces distributed as R packages. Genetics Society of America 2020-01-23 /pmc/articles/PMC7056965/ /pubmed/31974098 http://dx.doi.org/10.1534/g3.119.400898 Text en Copyright © 2020 Coutin et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article 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 the original work is properly cited.
spellingShingle Software and Data Resources
Coutin, Nicolas P. J.
Giaever, Guri
Nislow, Corey
Interactively AUDIT Your Growth Curves with a Suite of R Packages
title Interactively AUDIT Your Growth Curves with a Suite of R Packages
title_full Interactively AUDIT Your Growth Curves with a Suite of R Packages
title_fullStr Interactively AUDIT Your Growth Curves with a Suite of R Packages
title_full_unstemmed Interactively AUDIT Your Growth Curves with a Suite of R Packages
title_short Interactively AUDIT Your Growth Curves with a Suite of R Packages
title_sort interactively audit your growth curves with a suite of r packages
topic Software and Data Resources
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7056965/
https://www.ncbi.nlm.nih.gov/pubmed/31974098
http://dx.doi.org/10.1534/g3.119.400898
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