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CellProfiler 3.0: Next-generation image processing for biology

CellProfiler has enabled the scientific research community to create flexible, modular image analysis pipelines since its release in 2005. Here, we describe CellProfiler 3.0, a new version of the software supporting both whole-volume and plane-wise analysis of three-dimensional (3D) image stacks, in...

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Autores principales: McQuin, Claire, Goodman, Allen, Chernyshev, Vasiliy, Kamentsky, Lee, Cimini, Beth A., Karhohs, Kyle W., Doan, Minh, Ding, Liya, Rafelski, Susanne M., Thirstrup, Derek, Wiegraebe, Winfried, Singh, Shantanu, Becker, Tim, Caicedo, Juan C., Carpenter, Anne E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6029841/
https://www.ncbi.nlm.nih.gov/pubmed/29969450
http://dx.doi.org/10.1371/journal.pbio.2005970
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author McQuin, Claire
Goodman, Allen
Chernyshev, Vasiliy
Kamentsky, Lee
Cimini, Beth A.
Karhohs, Kyle W.
Doan, Minh
Ding, Liya
Rafelski, Susanne M.
Thirstrup, Derek
Wiegraebe, Winfried
Singh, Shantanu
Becker, Tim
Caicedo, Juan C.
Carpenter, Anne E.
author_facet McQuin, Claire
Goodman, Allen
Chernyshev, Vasiliy
Kamentsky, Lee
Cimini, Beth A.
Karhohs, Kyle W.
Doan, Minh
Ding, Liya
Rafelski, Susanne M.
Thirstrup, Derek
Wiegraebe, Winfried
Singh, Shantanu
Becker, Tim
Caicedo, Juan C.
Carpenter, Anne E.
author_sort McQuin, Claire
collection PubMed
description CellProfiler has enabled the scientific research community to create flexible, modular image analysis pipelines since its release in 2005. Here, we describe CellProfiler 3.0, a new version of the software supporting both whole-volume and plane-wise analysis of three-dimensional (3D) image stacks, increasingly common in biomedical research. CellProfiler’s infrastructure is greatly improved, and we provide a protocol for cloud-based, large-scale image processing. New plugins enable running pretrained deep learning models on images. Designed by and for biologists, CellProfiler equips researchers with powerful computational tools via a well-documented user interface, empowering biologists in all fields to create quantitative, reproducible image analysis workflows.
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spelling pubmed-60298412018-07-19 CellProfiler 3.0: Next-generation image processing for biology McQuin, Claire Goodman, Allen Chernyshev, Vasiliy Kamentsky, Lee Cimini, Beth A. Karhohs, Kyle W. Doan, Minh Ding, Liya Rafelski, Susanne M. Thirstrup, Derek Wiegraebe, Winfried Singh, Shantanu Becker, Tim Caicedo, Juan C. Carpenter, Anne E. PLoS Biol Methods and Resources CellProfiler has enabled the scientific research community to create flexible, modular image analysis pipelines since its release in 2005. Here, we describe CellProfiler 3.0, a new version of the software supporting both whole-volume and plane-wise analysis of three-dimensional (3D) image stacks, increasingly common in biomedical research. CellProfiler’s infrastructure is greatly improved, and we provide a protocol for cloud-based, large-scale image processing. New plugins enable running pretrained deep learning models on images. Designed by and for biologists, CellProfiler equips researchers with powerful computational tools via a well-documented user interface, empowering biologists in all fields to create quantitative, reproducible image analysis workflows. Public Library of Science 2018-07-03 /pmc/articles/PMC6029841/ /pubmed/29969450 http://dx.doi.org/10.1371/journal.pbio.2005970 Text en © 2018 McQuin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Methods and Resources
McQuin, Claire
Goodman, Allen
Chernyshev, Vasiliy
Kamentsky, Lee
Cimini, Beth A.
Karhohs, Kyle W.
Doan, Minh
Ding, Liya
Rafelski, Susanne M.
Thirstrup, Derek
Wiegraebe, Winfried
Singh, Shantanu
Becker, Tim
Caicedo, Juan C.
Carpenter, Anne E.
CellProfiler 3.0: Next-generation image processing for biology
title CellProfiler 3.0: Next-generation image processing for biology
title_full CellProfiler 3.0: Next-generation image processing for biology
title_fullStr CellProfiler 3.0: Next-generation image processing for biology
title_full_unstemmed CellProfiler 3.0: Next-generation image processing for biology
title_short CellProfiler 3.0: Next-generation image processing for biology
title_sort cellprofiler 3.0: next-generation image processing for biology
topic Methods and Resources
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6029841/
https://www.ncbi.nlm.nih.gov/pubmed/29969450
http://dx.doi.org/10.1371/journal.pbio.2005970
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