Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Stirling, David R., Swain-Bowden, Madison J., Lucas, Alice M., Carpenter, Anne E., Cimini, Beth A., Goodman, Allen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
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
_version_ 1783751033010257920
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
work_keys_str_mv AT stirlingdavidr cellprofiler4improvementsinspeedutilityandusability
AT swainbowdenmadisonj cellprofiler4improvementsinspeedutilityandusability
AT lucasalicem cellprofiler4improvementsinspeedutilityandusability
AT carpenterannee cellprofiler4improvementsinspeedutilityandusability
AT ciminibetha cellprofiler4improvementsinspeedutilityandusability
AT goodmanallen cellprofiler4improvementsinspeedutilityandusability