Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1782302100026294272 |
---|---|
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. |
format | Online Article Text |
id | pubmed-3912527 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | The Rockefeller University Press |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT tsygankovdenis cellgeoacomputationalplatformfortheanalysisofshapechangesincellswithcomplexgeometries AT bilanciacolleeng cellgeoacomputationalplatformfortheanalysisofshapechangesincellswithcomplexgeometries AT vitriolerica cellgeoacomputationalplatformfortheanalysisofshapechangesincellswithcomplexgeometries AT hahnklausm cellgeoacomputationalplatformfortheanalysisofshapechangesincellswithcomplexgeometries AT peifermark cellgeoacomputationalplatformfortheanalysisofshapechangesincellswithcomplexgeometries AT elstontimothyc cellgeoacomputationalplatformfortheanalysisofshapechangesincellswithcomplexgeometries |