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A novel algorithm identifies stress-induced alterations in mitochondrial connectivity and inner membrane structure from confocal images

Mitochondria exist as a highly interconnected network that is exquisitely sensitive to variations in nutrient availability, as well as a large array of cellular stresses. Changes in length and connectivity of this network, as well as alterations in the mitochondrial inner membrane (cristae), regulat...

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Autores principales: Ouellet, Mathieu, Guillebaud, Gérald, Gervais, Valerie, Lupien St-Pierre, David, Germain, Marc
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5501662/
https://www.ncbi.nlm.nih.gov/pubmed/28640814
http://dx.doi.org/10.1371/journal.pcbi.1005612
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author Ouellet, Mathieu
Guillebaud, Gérald
Gervais, Valerie
Lupien St-Pierre, David
Germain, Marc
author_facet Ouellet, Mathieu
Guillebaud, Gérald
Gervais, Valerie
Lupien St-Pierre, David
Germain, Marc
author_sort Ouellet, Mathieu
collection PubMed
description Mitochondria exist as a highly interconnected network that is exquisitely sensitive to variations in nutrient availability, as well as a large array of cellular stresses. Changes in length and connectivity of this network, as well as alterations in the mitochondrial inner membrane (cristae), regulate cell fate by controlling metabolism, proliferation, differentiation, and cell death. Given the key roles of mitochondrial dynamics, the process by which mitochondria constantly fuse and fragment, the measure of mitochondrial length and connectivity provides crucial information on the health and activity of various cell populations. However, despite the importance of accurately measuring mitochondrial networks, the tools required to rapidly and accurately provide this information are lacking. Here, we developed a novel probabilistic approach to automatically measure mitochondrial length distribution and connectivity from confocal images. This method accurately identified mitochondrial changes caused by starvation or the inhibition of mitochondrial function. In addition, we successfully used the algorithm to measure changes in mitochondrial inner membrane/matrix occurring in response to Complex III inhibitors. As cristae rearrangements play a critical role in metabolic regulation and cell survival, this provides a rapid method to screen for proteins or compounds affecting this process. The algorithm will thus provide a robust tool to dissect the molecular mechanisms underlying the key roles of mitochondria in the regulation of cell fate.
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spelling pubmed-55016622017-07-25 A novel algorithm identifies stress-induced alterations in mitochondrial connectivity and inner membrane structure from confocal images Ouellet, Mathieu Guillebaud, Gérald Gervais, Valerie Lupien St-Pierre, David Germain, Marc PLoS Comput Biol Research Article Mitochondria exist as a highly interconnected network that is exquisitely sensitive to variations in nutrient availability, as well as a large array of cellular stresses. Changes in length and connectivity of this network, as well as alterations in the mitochondrial inner membrane (cristae), regulate cell fate by controlling metabolism, proliferation, differentiation, and cell death. Given the key roles of mitochondrial dynamics, the process by which mitochondria constantly fuse and fragment, the measure of mitochondrial length and connectivity provides crucial information on the health and activity of various cell populations. However, despite the importance of accurately measuring mitochondrial networks, the tools required to rapidly and accurately provide this information are lacking. Here, we developed a novel probabilistic approach to automatically measure mitochondrial length distribution and connectivity from confocal images. This method accurately identified mitochondrial changes caused by starvation or the inhibition of mitochondrial function. In addition, we successfully used the algorithm to measure changes in mitochondrial inner membrane/matrix occurring in response to Complex III inhibitors. As cristae rearrangements play a critical role in metabolic regulation and cell survival, this provides a rapid method to screen for proteins or compounds affecting this process. The algorithm will thus provide a robust tool to dissect the molecular mechanisms underlying the key roles of mitochondria in the regulation of cell fate. Public Library of Science 2017-06-22 /pmc/articles/PMC5501662/ /pubmed/28640814 http://dx.doi.org/10.1371/journal.pcbi.1005612 Text en © 2017 Ouellet 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ouellet, Mathieu
Guillebaud, Gérald
Gervais, Valerie
Lupien St-Pierre, David
Germain, Marc
A novel algorithm identifies stress-induced alterations in mitochondrial connectivity and inner membrane structure from confocal images
title A novel algorithm identifies stress-induced alterations in mitochondrial connectivity and inner membrane structure from confocal images
title_full A novel algorithm identifies stress-induced alterations in mitochondrial connectivity and inner membrane structure from confocal images
title_fullStr A novel algorithm identifies stress-induced alterations in mitochondrial connectivity and inner membrane structure from confocal images
title_full_unstemmed A novel algorithm identifies stress-induced alterations in mitochondrial connectivity and inner membrane structure from confocal images
title_short A novel algorithm identifies stress-induced alterations in mitochondrial connectivity and inner membrane structure from confocal images
title_sort novel algorithm identifies stress-induced alterations in mitochondrial connectivity and inner membrane structure from confocal images
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5501662/
https://www.ncbi.nlm.nih.gov/pubmed/28640814
http://dx.doi.org/10.1371/journal.pcbi.1005612
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