Statistical analysis of 3D localisation microscopy images for quantification of membrane protein distributions in a platelet clot model.

We present the software platform 2CALM that allows for a comparative analysis of 3D localisation microscopy data representing protein distributions in two biological samples. The in-depth statistical analysis reveals differences between samples at the nanoscopic level using parameters such as cluste...

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Main Authors: Sandra Mayr, Fabian Hauser, Sujitha Puthukodan, Markus Axmann, Janett Göhring, Jaroslaw Jacak
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2020-06-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1007902
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spelling doaj-6ca03dc863314d09b4c10037b02aeb672021-04-21T15:17:01ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582020-06-01166e100790210.1371/journal.pcbi.1007902Statistical analysis of 3D localisation microscopy images for quantification of membrane protein distributions in a platelet clot model.Sandra MayrFabian HauserSujitha PuthukodanMarkus AxmannJanett GöhringJaroslaw JacakWe present the software platform 2CALM that allows for a comparative analysis of 3D localisation microscopy data representing protein distributions in two biological samples. The in-depth statistical analysis reveals differences between samples at the nanoscopic level using parameters such as cluster-density and -curvature. An automatic classification system combines multiplex and multi-level statistical approaches into one comprehensive parameter for similarity testing of the compared samples. We demonstrated the biological importance of 2CALM, comparing the protein distributions of CD41 and CD62p on activated platelets in a 3D artificial clot. Additionally, using 2CALM, we quantified the impact of the inflammatory cytokine interleukin-1β on platelet activation in clots. The platform is applicable to any other cell type and biological system and can provide new insights into biological and medical applications.https://doi.org/10.1371/journal.pcbi.1007902
collection DOAJ
language English
format Article
sources DOAJ
author Sandra Mayr
Fabian Hauser
Sujitha Puthukodan
Markus Axmann
Janett Göhring
Jaroslaw Jacak
spellingShingle Sandra Mayr
Fabian Hauser
Sujitha Puthukodan
Markus Axmann
Janett Göhring
Jaroslaw Jacak
Statistical analysis of 3D localisation microscopy images for quantification of membrane protein distributions in a platelet clot model.
PLoS Computational Biology
author_facet Sandra Mayr
Fabian Hauser
Sujitha Puthukodan
Markus Axmann
Janett Göhring
Jaroslaw Jacak
author_sort Sandra Mayr
title Statistical analysis of 3D localisation microscopy images for quantification of membrane protein distributions in a platelet clot model.
title_short Statistical analysis of 3D localisation microscopy images for quantification of membrane protein distributions in a platelet clot model.
title_full Statistical analysis of 3D localisation microscopy images for quantification of membrane protein distributions in a platelet clot model.
title_fullStr Statistical analysis of 3D localisation microscopy images for quantification of membrane protein distributions in a platelet clot model.
title_full_unstemmed Statistical analysis of 3D localisation microscopy images for quantification of membrane protein distributions in a platelet clot model.
title_sort statistical analysis of 3d localisation microscopy images for quantification of membrane protein distributions in a platelet clot model.
publisher Public Library of Science (PLoS)
series PLoS Computational Biology
issn 1553-734X
1553-7358
publishDate 2020-06-01
description We present the software platform 2CALM that allows for a comparative analysis of 3D localisation microscopy data representing protein distributions in two biological samples. The in-depth statistical analysis reveals differences between samples at the nanoscopic level using parameters such as cluster-density and -curvature. An automatic classification system combines multiplex and multi-level statistical approaches into one comprehensive parameter for similarity testing of the compared samples. We demonstrated the biological importance of 2CALM, comparing the protein distributions of CD41 and CD62p on activated platelets in a 3D artificial clot. Additionally, using 2CALM, we quantified the impact of the inflammatory cytokine interleukin-1β on platelet activation in clots. The platform is applicable to any other cell type and biological system and can provide new insights into biological and medical applications.
url https://doi.org/10.1371/journal.pcbi.1007902
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