Cargando…
An adaptable analysis workflow for characterization of platelet spreading and morphology
The assessment of platelet spreading through light microscopy, and the subsequent quantification of parameters such as surface area and circularity, is a key assay for many platelet biologists. Here we present an analysis workflow which robustly segments individual platelets to facilitate the analys...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Taylor & Francis
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8802896/ https://www.ncbi.nlm.nih.gov/pubmed/32321340 http://dx.doi.org/10.1080/09537104.2020.1748588 |
_version_ | 1784642767828287488 |
---|---|
author | Pike, Jeremy A. Simms, Victoria A. Smith, Christopher W. Morgan, Neil V. Khan, Abdullah O. Poulter, Natalie S. Styles, Iain B. Thomas, Steven G. |
author_facet | Pike, Jeremy A. Simms, Victoria A. Smith, Christopher W. Morgan, Neil V. Khan, Abdullah O. Poulter, Natalie S. Styles, Iain B. Thomas, Steven G. |
author_sort | Pike, Jeremy A. |
collection | PubMed |
description | The assessment of platelet spreading through light microscopy, and the subsequent quantification of parameters such as surface area and circularity, is a key assay for many platelet biologists. Here we present an analysis workflow which robustly segments individual platelets to facilitate the analysis of large numbers of cells while minimizing user bias. Image segmentation is performed by interactive learning and touching platelets are separated with an efficient semi-automated protocol. We also use machine learning methods to robustly automate the classification of platelets into different subtypes. These adaptable and reproducible workflows are made freely available and are implemented using the open-source software KNIME and ilastik. |
format | Online Article Text |
id | pubmed-8802896 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Taylor & Francis |
record_format | MEDLINE/PubMed |
spelling | pubmed-88028962022-02-01 An adaptable analysis workflow for characterization of platelet spreading and morphology Pike, Jeremy A. Simms, Victoria A. Smith, Christopher W. Morgan, Neil V. Khan, Abdullah O. Poulter, Natalie S. Styles, Iain B. Thomas, Steven G. Platelets Methods The assessment of platelet spreading through light microscopy, and the subsequent quantification of parameters such as surface area and circularity, is a key assay for many platelet biologists. Here we present an analysis workflow which robustly segments individual platelets to facilitate the analysis of large numbers of cells while minimizing user bias. Image segmentation is performed by interactive learning and touching platelets are separated with an efficient semi-automated protocol. We also use machine learning methods to robustly automate the classification of platelets into different subtypes. These adaptable and reproducible workflows are made freely available and are implemented using the open-source software KNIME and ilastik. Taylor & Francis 2020-04-23 /pmc/articles/PMC8802896/ /pubmed/32321340 http://dx.doi.org/10.1080/09537104.2020.1748588 Text en © 2020 The Author(s). Published with license by Taylor & Francis Group, LLC. https://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/ (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Methods Pike, Jeremy A. Simms, Victoria A. Smith, Christopher W. Morgan, Neil V. Khan, Abdullah O. Poulter, Natalie S. Styles, Iain B. Thomas, Steven G. An adaptable analysis workflow for characterization of platelet spreading and morphology |
title | An adaptable analysis workflow for characterization of platelet spreading and morphology |
title_full | An adaptable analysis workflow for characterization of platelet spreading and morphology |
title_fullStr | An adaptable analysis workflow for characterization of platelet spreading and morphology |
title_full_unstemmed | An adaptable analysis workflow for characterization of platelet spreading and morphology |
title_short | An adaptable analysis workflow for characterization of platelet spreading and morphology |
title_sort | adaptable analysis workflow for characterization of platelet spreading and morphology |
topic | Methods |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8802896/ https://www.ncbi.nlm.nih.gov/pubmed/32321340 http://dx.doi.org/10.1080/09537104.2020.1748588 |
work_keys_str_mv | AT pikejeremya anadaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT simmsvictoriaa anadaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT smithchristopherw anadaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT morganneilv anadaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT khanabdullaho anadaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT poulternatalies anadaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT stylesiainb anadaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT thomassteveng anadaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT pikejeremya adaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT simmsvictoriaa adaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT smithchristopherw adaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT morganneilv adaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT khanabdullaho adaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT poulternatalies adaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT stylesiainb adaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology AT thomassteveng adaptableanalysisworkflowforcharacterizationofplateletspreadingandmorphology |