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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Genetics Society of America
2020
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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. |
format | Online Article Text |
id | pubmed-7056965 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Genetics Society of America |
record_format | MEDLINE/PubMed |
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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