Cargando…

High-Throughput Microscopy Analysis of Mitochondrial Membrane Potential in 2D and 3D Models

Recent proteomic, metabolomic, and transcriptomic studies have highlighted a connection between changes in mitochondria physiology and cellular pathophysiological mechanisms. Secondary assays to assess the function of these organelles appear fundamental to validate these -omics findings. Although mi...

Descripción completa

Detalles Bibliográficos
Autores principales: Vianello, Caterina, Dal Bello, Federica, Shin, Sang Hun, Schiavon, Sara, Bean, Camilla, Magalhães Rebelo, Ana Paula, Knedlík, Tomáš, Esfahani, Emad Norouzi, Costiniti, Veronica, Lacruz, Rodrigo S., Covello, Giuseppina, Munari, Fabio, Scolaro, Tommaso, Viola, Antonella, Rampazzo, Elena, Persano, Luca, Zumerle, Sara, Scorrano, Luca, Gianelle, Alessio, Giacomello, Marta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10093082/
https://www.ncbi.nlm.nih.gov/pubmed/37048162
http://dx.doi.org/10.3390/cells12071089
_version_ 1785023500188123136
author Vianello, Caterina
Dal Bello, Federica
Shin, Sang Hun
Schiavon, Sara
Bean, Camilla
Magalhães Rebelo, Ana Paula
Knedlík, Tomáš
Esfahani, Emad Norouzi
Costiniti, Veronica
Lacruz, Rodrigo S.
Covello, Giuseppina
Munari, Fabio
Scolaro, Tommaso
Viola, Antonella
Rampazzo, Elena
Persano, Luca
Zumerle, Sara
Scorrano, Luca
Gianelle, Alessio
Giacomello, Marta
author_facet Vianello, Caterina
Dal Bello, Federica
Shin, Sang Hun
Schiavon, Sara
Bean, Camilla
Magalhães Rebelo, Ana Paula
Knedlík, Tomáš
Esfahani, Emad Norouzi
Costiniti, Veronica
Lacruz, Rodrigo S.
Covello, Giuseppina
Munari, Fabio
Scolaro, Tommaso
Viola, Antonella
Rampazzo, Elena
Persano, Luca
Zumerle, Sara
Scorrano, Luca
Gianelle, Alessio
Giacomello, Marta
author_sort Vianello, Caterina
collection PubMed
description Recent proteomic, metabolomic, and transcriptomic studies have highlighted a connection between changes in mitochondria physiology and cellular pathophysiological mechanisms. Secondary assays to assess the function of these organelles appear fundamental to validate these -omics findings. Although mitochondrial membrane potential is widely recognized as an indicator of mitochondrial activity, high-content imaging-based approaches coupled to multiparametric to measure it have not been established yet. In this paper, we describe a methodology for the unbiased high-throughput quantification of mitochondrial membrane potential in vitro, which is suitable for 2D to 3D models. We successfully used our method to analyze mitochondrial membrane potential in monolayers of human fibroblasts, neural stem cells, spheroids, and isolated muscle fibers. Moreover, by combining automated image analysis and machine learning, we were able to discriminate melanoma cells from macrophages in co-culture and to analyze the subpopulations separately. Our data demonstrated that our method is a widely applicable strategy for large-scale profiling of mitochondrial activity.
format Online
Article
Text
id pubmed-10093082
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-100930822023-04-13 High-Throughput Microscopy Analysis of Mitochondrial Membrane Potential in 2D and 3D Models Vianello, Caterina Dal Bello, Federica Shin, Sang Hun Schiavon, Sara Bean, Camilla Magalhães Rebelo, Ana Paula Knedlík, Tomáš Esfahani, Emad Norouzi Costiniti, Veronica Lacruz, Rodrigo S. Covello, Giuseppina Munari, Fabio Scolaro, Tommaso Viola, Antonella Rampazzo, Elena Persano, Luca Zumerle, Sara Scorrano, Luca Gianelle, Alessio Giacomello, Marta Cells Article Recent proteomic, metabolomic, and transcriptomic studies have highlighted a connection between changes in mitochondria physiology and cellular pathophysiological mechanisms. Secondary assays to assess the function of these organelles appear fundamental to validate these -omics findings. Although mitochondrial membrane potential is widely recognized as an indicator of mitochondrial activity, high-content imaging-based approaches coupled to multiparametric to measure it have not been established yet. In this paper, we describe a methodology for the unbiased high-throughput quantification of mitochondrial membrane potential in vitro, which is suitable for 2D to 3D models. We successfully used our method to analyze mitochondrial membrane potential in monolayers of human fibroblasts, neural stem cells, spheroids, and isolated muscle fibers. Moreover, by combining automated image analysis and machine learning, we were able to discriminate melanoma cells from macrophages in co-culture and to analyze the subpopulations separately. Our data demonstrated that our method is a widely applicable strategy for large-scale profiling of mitochondrial activity. MDPI 2023-04-05 /pmc/articles/PMC10093082/ /pubmed/37048162 http://dx.doi.org/10.3390/cells12071089 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Vianello, Caterina
Dal Bello, Federica
Shin, Sang Hun
Schiavon, Sara
Bean, Camilla
Magalhães Rebelo, Ana Paula
Knedlík, Tomáš
Esfahani, Emad Norouzi
Costiniti, Veronica
Lacruz, Rodrigo S.
Covello, Giuseppina
Munari, Fabio
Scolaro, Tommaso
Viola, Antonella
Rampazzo, Elena
Persano, Luca
Zumerle, Sara
Scorrano, Luca
Gianelle, Alessio
Giacomello, Marta
High-Throughput Microscopy Analysis of Mitochondrial Membrane Potential in 2D and 3D Models
title High-Throughput Microscopy Analysis of Mitochondrial Membrane Potential in 2D and 3D Models
title_full High-Throughput Microscopy Analysis of Mitochondrial Membrane Potential in 2D and 3D Models
title_fullStr High-Throughput Microscopy Analysis of Mitochondrial Membrane Potential in 2D and 3D Models
title_full_unstemmed High-Throughput Microscopy Analysis of Mitochondrial Membrane Potential in 2D and 3D Models
title_short High-Throughput Microscopy Analysis of Mitochondrial Membrane Potential in 2D and 3D Models
title_sort high-throughput microscopy analysis of mitochondrial membrane potential in 2d and 3d models
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10093082/
https://www.ncbi.nlm.nih.gov/pubmed/37048162
http://dx.doi.org/10.3390/cells12071089
work_keys_str_mv AT vianellocaterina highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT dalbellofederica highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT shinsanghun highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT schiavonsara highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT beancamilla highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT magalhaesrebeloanapaula highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT knedliktomas highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT esfahaniemadnorouzi highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT costinitiveronica highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT lacruzrodrigos highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT covellogiuseppina highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT munarifabio highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT scolarotommaso highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT violaantonella highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT rampazzoelena highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT persanoluca highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT zumerlesara highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT scorranoluca highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT gianellealessio highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels
AT giacomellomarta highthroughputmicroscopyanalysisofmitochondrialmembranepotentialin2dand3dmodels