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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...

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Detalles Bibliográficos
Autores principales: Wagih, Omar, Parts, Leopold
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Genetics Society of America 2014
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
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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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