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A Patch-Based Method for Repetitive and Transient Event Detection in Fluorescence Imaging

Automatic detection and characterization of molecular behavior in large data sets obtained by fast imaging in advanced light microscopy become key issues to decipher the dynamic architectures and their coordination in the living cell. Automatic quantification of the number of sudden and transient ev...

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Detalles Bibliográficos
Autores principales: Boulanger, Jérôme, Gidon, Alexandre, Kervran, Charles, Salamero, Jean
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2955530/
https://www.ncbi.nlm.nih.gov/pubmed/20976222
http://dx.doi.org/10.1371/journal.pone.0013190
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author Boulanger, Jérôme
Gidon, Alexandre
Kervran, Charles
Salamero, Jean
author_facet Boulanger, Jérôme
Gidon, Alexandre
Kervran, Charles
Salamero, Jean
author_sort Boulanger, Jérôme
collection PubMed
description Automatic detection and characterization of molecular behavior in large data sets obtained by fast imaging in advanced light microscopy become key issues to decipher the dynamic architectures and their coordination in the living cell. Automatic quantification of the number of sudden and transient events observed in fluorescence microscopy is discussed in this paper. We propose a calibrated method based on the comparison of image patches expected to distinguish sudden appearing/vanishing fluorescent spots from other motion behaviors such as lateral movements. We analyze the performances of two statistical control procedures and compare the proposed approach to a frame difference approach using the same controls on a benchmark of synthetic image sequences. We have then selected a molecular model related to membrane trafficking and considered real image sequences obtained in cells stably expressing an endocytic-recycling trans-membrane protein, the Langerin-YFP, for validation. With this model, we targeted the efficient detection of fast and transient local fluorescence concentration arising in image sequences from a data base provided by two different microscopy modalities, wide field (WF) video microscopy using maximum intensity projection along the axial direction and total internal reflection fluorescence microscopy. Finally, the proposed detection method is briefly used to statistically explore the effect of several perturbations on the rate of transient events detected on the pilot biological model.
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spelling pubmed-29555302010-10-25 A Patch-Based Method for Repetitive and Transient Event Detection in Fluorescence Imaging Boulanger, Jérôme Gidon, Alexandre Kervran, Charles Salamero, Jean PLoS One Research Article Automatic detection and characterization of molecular behavior in large data sets obtained by fast imaging in advanced light microscopy become key issues to decipher the dynamic architectures and their coordination in the living cell. Automatic quantification of the number of sudden and transient events observed in fluorescence microscopy is discussed in this paper. We propose a calibrated method based on the comparison of image patches expected to distinguish sudden appearing/vanishing fluorescent spots from other motion behaviors such as lateral movements. We analyze the performances of two statistical control procedures and compare the proposed approach to a frame difference approach using the same controls on a benchmark of synthetic image sequences. We have then selected a molecular model related to membrane trafficking and considered real image sequences obtained in cells stably expressing an endocytic-recycling trans-membrane protein, the Langerin-YFP, for validation. With this model, we targeted the efficient detection of fast and transient local fluorescence concentration arising in image sequences from a data base provided by two different microscopy modalities, wide field (WF) video microscopy using maximum intensity projection along the axial direction and total internal reflection fluorescence microscopy. Finally, the proposed detection method is briefly used to statistically explore the effect of several perturbations on the rate of transient events detected on the pilot biological model. Public Library of Science 2010-10-15 /pmc/articles/PMC2955530/ /pubmed/20976222 http://dx.doi.org/10.1371/journal.pone.0013190 Text en Boulanger 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
Boulanger, Jérôme
Gidon, Alexandre
Kervran, Charles
Salamero, Jean
A Patch-Based Method for Repetitive and Transient Event Detection in Fluorescence Imaging
title A Patch-Based Method for Repetitive and Transient Event Detection in Fluorescence Imaging
title_full A Patch-Based Method for Repetitive and Transient Event Detection in Fluorescence Imaging
title_fullStr A Patch-Based Method for Repetitive and Transient Event Detection in Fluorescence Imaging
title_full_unstemmed A Patch-Based Method for Repetitive and Transient Event Detection in Fluorescence Imaging
title_short A Patch-Based Method for Repetitive and Transient Event Detection in Fluorescence Imaging
title_sort patch-based method for repetitive and transient event detection in fluorescence imaging
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2955530/
https://www.ncbi.nlm.nih.gov/pubmed/20976222
http://dx.doi.org/10.1371/journal.pone.0013190
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