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CellGeo: A computational platform for the analysis of shape changes in cells with complex geometries

Cell biologists increasingly rely on computer-aided image analysis, allowing them to collect precise, unbiased quantitative results. However, despite great progress in image processing and computer vision, current computational approaches fail to address many key aspects of cell behavior, including...

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Detalles Bibliográficos
Autores principales: Tsygankov, Denis, Bilancia, Colleen G., Vitriol, Eric A., Hahn, Klaus M., Peifer, Mark, Elston, Timothy C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Rockefeller University Press 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3912527/
https://www.ncbi.nlm.nih.gov/pubmed/24493591
http://dx.doi.org/10.1083/jcb.201306067
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author Tsygankov, Denis
Bilancia, Colleen G.
Vitriol, Eric A.
Hahn, Klaus M.
Peifer, Mark
Elston, Timothy C.
author_facet Tsygankov, Denis
Bilancia, Colleen G.
Vitriol, Eric A.
Hahn, Klaus M.
Peifer, Mark
Elston, Timothy C.
author_sort Tsygankov, Denis
collection PubMed
description Cell biologists increasingly rely on computer-aided image analysis, allowing them to collect precise, unbiased quantitative results. However, despite great progress in image processing and computer vision, current computational approaches fail to address many key aspects of cell behavior, including the cell protrusions that guide cell migration and drive morphogenesis. We developed the open source MATLAB application CellGeo, a user-friendly computational platform to allow simultaneous, automated tracking and analysis of dynamic changes in cell shape, including protrusions ranging from filopodia to lamellipodia. Our method maps an arbitrary cell shape onto a tree graph that, unlike traditional skeletonization algorithms, preserves complex boundary features. CellGeo allows rigorous but flexible definition and accurate automated detection and tracking of geometric features of interest. We demonstrate CellGeo’s utility by deriving new insights into (a) the roles of Diaphanous, Enabled, and Capping protein in regulating filopodia and lamellipodia dynamics in Drosophila melanogaster cells and (b) the dynamic properties of growth cones in catecholaminergic a–differentiated neuroblastoma cells.
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spelling pubmed-39125272014-08-03 CellGeo: A computational platform for the analysis of shape changes in cells with complex geometries Tsygankov, Denis Bilancia, Colleen G. Vitriol, Eric A. Hahn, Klaus M. Peifer, Mark Elston, Timothy C. J Cell Biol Research Articles Cell biologists increasingly rely on computer-aided image analysis, allowing them to collect precise, unbiased quantitative results. However, despite great progress in image processing and computer vision, current computational approaches fail to address many key aspects of cell behavior, including the cell protrusions that guide cell migration and drive morphogenesis. We developed the open source MATLAB application CellGeo, a user-friendly computational platform to allow simultaneous, automated tracking and analysis of dynamic changes in cell shape, including protrusions ranging from filopodia to lamellipodia. Our method maps an arbitrary cell shape onto a tree graph that, unlike traditional skeletonization algorithms, preserves complex boundary features. CellGeo allows rigorous but flexible definition and accurate automated detection and tracking of geometric features of interest. We demonstrate CellGeo’s utility by deriving new insights into (a) the roles of Diaphanous, Enabled, and Capping protein in regulating filopodia and lamellipodia dynamics in Drosophila melanogaster cells and (b) the dynamic properties of growth cones in catecholaminergic a–differentiated neuroblastoma cells. The Rockefeller University Press 2014-02-03 /pmc/articles/PMC3912527/ /pubmed/24493591 http://dx.doi.org/10.1083/jcb.201306067 Text en © 2014 Tsygankov et al. This article is distributed under the terms of an Attribution–Noncommercial–Share Alike–No Mirror Sites license for the first six months after the publication date (see http://www.rupress.org/terms). After six months it is available under a Creative Commons License (Attribution–Noncommercial–Share Alike 3.0 Unported license, as described at http://creativecommons.org/licenses/by-nc-sa/3.0/).
spellingShingle Research Articles
Tsygankov, Denis
Bilancia, Colleen G.
Vitriol, Eric A.
Hahn, Klaus M.
Peifer, Mark
Elston, Timothy C.
CellGeo: A computational platform for the analysis of shape changes in cells with complex geometries
title CellGeo: A computational platform for the analysis of shape changes in cells with complex geometries
title_full CellGeo: A computational platform for the analysis of shape changes in cells with complex geometries
title_fullStr CellGeo: A computational platform for the analysis of shape changes in cells with complex geometries
title_full_unstemmed CellGeo: A computational platform for the analysis of shape changes in cells with complex geometries
title_short CellGeo: A computational platform for the analysis of shape changes in cells with complex geometries
title_sort cellgeo: a computational platform for the analysis of shape changes in cells with complex geometries
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3912527/
https://www.ncbi.nlm.nih.gov/pubmed/24493591
http://dx.doi.org/10.1083/jcb.201306067
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