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Accounting for Limited Detection Efficiency and Localization Precision in Cluster Analysis in Single Molecule Localization Microscopy

Single Molecule Localization Microscopy techniques like PhotoActivated Localization Microscopy, with their sub-diffraction limit spatial resolution, have been popularly used to characterize the spatial organization of membrane proteins, by means of quantitative cluster analysis. However, such quanti...

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Detalles Bibliográficos
Autores principales: Shivanandan, Arun, Unnikrishnan, Jayakrishnan, Radenovic, Aleksandra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4368834/
https://www.ncbi.nlm.nih.gov/pubmed/25794150
http://dx.doi.org/10.1371/journal.pone.0118767
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author Shivanandan, Arun
Unnikrishnan, Jayakrishnan
Radenovic, Aleksandra
author_facet Shivanandan, Arun
Unnikrishnan, Jayakrishnan
Radenovic, Aleksandra
author_sort Shivanandan, Arun
collection PubMed
description Single Molecule Localization Microscopy techniques like PhotoActivated Localization Microscopy, with their sub-diffraction limit spatial resolution, have been popularly used to characterize the spatial organization of membrane proteins, by means of quantitative cluster analysis. However, such quantitative studies remain challenged by the techniques’ inherent sources of errors such as a limited detection efficiency of less than 60%, due to incomplete photo-conversion, and a limited localization precision in the range of 10 – 30nm, varying across the detected molecules, mainly depending on the number of photons collected from each. We provide analytical methods to estimate the effect of these errors in cluster analysis and to correct for them. These methods, based on the Ripley’s L(r) – r or Pair Correlation Function popularly used by the community, can facilitate potentially breakthrough results in quantitative biology by providing a more accurate and precise quantification of protein spatial organization.
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spelling pubmed-43688342015-03-27 Accounting for Limited Detection Efficiency and Localization Precision in Cluster Analysis in Single Molecule Localization Microscopy Shivanandan, Arun Unnikrishnan, Jayakrishnan Radenovic, Aleksandra PLoS One Research Article Single Molecule Localization Microscopy techniques like PhotoActivated Localization Microscopy, with their sub-diffraction limit spatial resolution, have been popularly used to characterize the spatial organization of membrane proteins, by means of quantitative cluster analysis. However, such quantitative studies remain challenged by the techniques’ inherent sources of errors such as a limited detection efficiency of less than 60%, due to incomplete photo-conversion, and a limited localization precision in the range of 10 – 30nm, varying across the detected molecules, mainly depending on the number of photons collected from each. We provide analytical methods to estimate the effect of these errors in cluster analysis and to correct for them. These methods, based on the Ripley’s L(r) – r or Pair Correlation Function popularly used by the community, can facilitate potentially breakthrough results in quantitative biology by providing a more accurate and precise quantification of protein spatial organization. Public Library of Science 2015-03-20 /pmc/articles/PMC4368834/ /pubmed/25794150 http://dx.doi.org/10.1371/journal.pone.0118767 Text en © 2015 Shivanandan et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Shivanandan, Arun
Unnikrishnan, Jayakrishnan
Radenovic, Aleksandra
Accounting for Limited Detection Efficiency and Localization Precision in Cluster Analysis in Single Molecule Localization Microscopy
title Accounting for Limited Detection Efficiency and Localization Precision in Cluster Analysis in Single Molecule Localization Microscopy
title_full Accounting for Limited Detection Efficiency and Localization Precision in Cluster Analysis in Single Molecule Localization Microscopy
title_fullStr Accounting for Limited Detection Efficiency and Localization Precision in Cluster Analysis in Single Molecule Localization Microscopy
title_full_unstemmed Accounting for Limited Detection Efficiency and Localization Precision in Cluster Analysis in Single Molecule Localization Microscopy
title_short Accounting for Limited Detection Efficiency and Localization Precision in Cluster Analysis in Single Molecule Localization Microscopy
title_sort accounting for limited detection efficiency and localization precision in cluster analysis in single molecule localization microscopy
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4368834/
https://www.ncbi.nlm.nih.gov/pubmed/25794150
http://dx.doi.org/10.1371/journal.pone.0118767
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