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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...

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Detalles Bibliográficos
Autores principales: Pike, Jeremy A., Simms, Victoria A., Smith, Christopher W., Morgan, Neil V., Khan, Abdullah O., Poulter, Natalie S., Styles, Iain B., Thomas, Steven G.
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
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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.
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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
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