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...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
---|---|
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 |