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CellProfiler 4: improvements in speed, utility and usability
BACKGROUND: Imaging data contains a substantial amount of information which can be difficult to evaluate by eye. With the expansion of high throughput microscopy methodologies producing increasingly large datasets, automated and objective analysis of the resulting images is essential to effectively...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8431850/ https://www.ncbi.nlm.nih.gov/pubmed/34507520 http://dx.doi.org/10.1186/s12859-021-04344-9 |
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author | Stirling, David R. Swain-Bowden, Madison J. Lucas, Alice M. Carpenter, Anne E. Cimini, Beth A. Goodman, Allen |
author_facet | Stirling, David R. Swain-Bowden, Madison J. Lucas, Alice M. Carpenter, Anne E. Cimini, Beth A. Goodman, Allen |
author_sort | Stirling, David R. |
collection | PubMed |
description | BACKGROUND: Imaging data contains a substantial amount of information which can be difficult to evaluate by eye. With the expansion of high throughput microscopy methodologies producing increasingly large datasets, automated and objective analysis of the resulting images is essential to effectively extract biological information from this data. CellProfiler is a free, open source image analysis program which enables researchers to generate modular pipelines with which to process microscopy images into interpretable measurements. RESULTS: Herein we describe CellProfiler 4, a new version of this software with expanded functionality. Based on user feedback, we have made several user interface refinements to improve the usability of the software. We introduced new modules to expand the capabilities of the software. We also evaluated performance and made targeted optimizations to reduce the time and cost associated with running common large-scale analysis pipelines. CONCLUSIONS: CellProfiler 4 provides significantly improved performance in complex workflows compared to previous versions. This release will ensure that researchers will have continued access to CellProfiler’s powerful computational tools in the coming years. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-021-04344-9. |
format | Online Article Text |
id | pubmed-8431850 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-84318502021-09-10 CellProfiler 4: improvements in speed, utility and usability Stirling, David R. Swain-Bowden, Madison J. Lucas, Alice M. Carpenter, Anne E. Cimini, Beth A. Goodman, Allen BMC Bioinformatics Software BACKGROUND: Imaging data contains a substantial amount of information which can be difficult to evaluate by eye. With the expansion of high throughput microscopy methodologies producing increasingly large datasets, automated and objective analysis of the resulting images is essential to effectively extract biological information from this data. CellProfiler is a free, open source image analysis program which enables researchers to generate modular pipelines with which to process microscopy images into interpretable measurements. RESULTS: Herein we describe CellProfiler 4, a new version of this software with expanded functionality. Based on user feedback, we have made several user interface refinements to improve the usability of the software. We introduced new modules to expand the capabilities of the software. We also evaluated performance and made targeted optimizations to reduce the time and cost associated with running common large-scale analysis pipelines. CONCLUSIONS: CellProfiler 4 provides significantly improved performance in complex workflows compared to previous versions. This release will ensure that researchers will have continued access to CellProfiler’s powerful computational tools in the coming years. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-021-04344-9. BioMed Central 2021-09-10 /pmc/articles/PMC8431850/ /pubmed/34507520 http://dx.doi.org/10.1186/s12859-021-04344-9 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Software Stirling, David R. Swain-Bowden, Madison J. Lucas, Alice M. Carpenter, Anne E. Cimini, Beth A. Goodman, Allen CellProfiler 4: improvements in speed, utility and usability |
title | CellProfiler 4: improvements in speed, utility and usability |
title_full | CellProfiler 4: improvements in speed, utility and usability |
title_fullStr | CellProfiler 4: improvements in speed, utility and usability |
title_full_unstemmed | CellProfiler 4: improvements in speed, utility and usability |
title_short | CellProfiler 4: improvements in speed, utility and usability |
title_sort | cellprofiler 4: improvements in speed, utility and usability |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8431850/ https://www.ncbi.nlm.nih.gov/pubmed/34507520 http://dx.doi.org/10.1186/s12859-021-04344-9 |
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