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gitter: A Robust and Accurate Method for Quantification of Colony Sizes From Plate Images
Colony-based screens that quantify the fitness of clonal populations on solid agar plates are perhaps the most important source of genome-scale functional information in microorganisms. The images of ordered arrays of mutants produced by such experiments can be difficult to process because of labora...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Genetics Society of America
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3962492/ https://www.ncbi.nlm.nih.gov/pubmed/24474170 http://dx.doi.org/10.1534/g3.113.009431 |
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author | Wagih, Omar Parts, Leopold |
author_facet | Wagih, Omar Parts, Leopold |
author_sort | Wagih, Omar |
collection | PubMed |
description | Colony-based screens that quantify the fitness of clonal populations on solid agar plates are perhaps the most important source of genome-scale functional information in microorganisms. The images of ordered arrays of mutants produced by such experiments can be difficult to process because of laboratory-specific plate features, morphed colonies, plate edges, noise, and other artifacts. Most of the tools developed to address this problem are optimized to handle a single setup and do not work out of the box in other settings. We present gitter, an image analysis tool for robust and accurate processing of images from colony-based screens. gitter works by first finding the grid of colonies from a preprocessed image and then locating the bounds of each colony separately. We show that gitter produces comparable colony sizes to other tools in simple cases but outperforms them by being able to handle a wider variety of screens and more accurately quantify colony sizes from difficult images. gitter is freely available as an R package from http://cran.r-project.org/web/packages/gitter under the LGPL. Tutorials and demos can be found at http://omarwagih.github.io/gitter |
format | Online Article Text |
id | pubmed-3962492 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Genetics Society of America |
record_format | MEDLINE/PubMed |
spelling | pubmed-39624922014-03-24 gitter: A Robust and Accurate Method for Quantification of Colony Sizes From Plate Images Wagih, Omar Parts, Leopold G3 (Bethesda) Investigations Colony-based screens that quantify the fitness of clonal populations on solid agar plates are perhaps the most important source of genome-scale functional information in microorganisms. The images of ordered arrays of mutants produced by such experiments can be difficult to process because of laboratory-specific plate features, morphed colonies, plate edges, noise, and other artifacts. Most of the tools developed to address this problem are optimized to handle a single setup and do not work out of the box in other settings. We present gitter, an image analysis tool for robust and accurate processing of images from colony-based screens. gitter works by first finding the grid of colonies from a preprocessed image and then locating the bounds of each colony separately. We show that gitter produces comparable colony sizes to other tools in simple cases but outperforms them by being able to handle a wider variety of screens and more accurately quantify colony sizes from difficult images. gitter is freely available as an R package from http://cran.r-project.org/web/packages/gitter under the LGPL. Tutorials and demos can be found at http://omarwagih.github.io/gitter Genetics Society of America 2014-01-28 /pmc/articles/PMC3962492/ /pubmed/24474170 http://dx.doi.org/10.1534/g3.113.009431 Text en Copyright © 2014 Wagih and Parts http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution Unported License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Investigations Wagih, Omar Parts, Leopold gitter: A Robust and Accurate Method for Quantification of Colony Sizes From Plate Images |
title | gitter: A Robust and Accurate Method for Quantification of Colony Sizes From Plate Images |
title_full | gitter: A Robust and Accurate Method for Quantification of Colony Sizes From Plate Images |
title_fullStr | gitter: A Robust and Accurate Method for Quantification of Colony Sizes From Plate Images |
title_full_unstemmed | gitter: A Robust and Accurate Method for Quantification of Colony Sizes From Plate Images |
title_short | gitter: A Robust and Accurate Method for Quantification of Colony Sizes From Plate Images |
title_sort | gitter: a robust and accurate method for quantification of colony sizes from plate images |
topic | Investigations |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3962492/ https://www.ncbi.nlm.nih.gov/pubmed/24474170 http://dx.doi.org/10.1534/g3.113.009431 |
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