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Single-cell lactate production rate as a measure of glycolysis in endothelial cells
Heterogeneous metabolism supports critical single-cell functions. Here, we describe deep-learning-enabled image analyses of a genetically encoded lactate-sensing probe which can accurately quantify metabolite levels and glycolytic rates at the single-cell level. Multiple strategies and test data hav...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8433287/ https://www.ncbi.nlm.nih.gov/pubmed/34527962 http://dx.doi.org/10.1016/j.xpro.2021.100807 |
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author | Harrison, Devin Wu, David Huang, Jun Fang, Yun |
author_facet | Harrison, Devin Wu, David Huang, Jun Fang, Yun |
author_sort | Harrison, Devin |
collection | PubMed |
description | Heterogeneous metabolism supports critical single-cell functions. Here, we describe deep-learning-enabled image analyses of a genetically encoded lactate-sensing probe which can accurately quantify metabolite levels and glycolytic rates at the single-cell level. Multiple strategies and test data have been included to obviate possible obstacles including successful sensor expression and accurate segmentation. This protocol reliably discriminates between metabolically diverse subpopulations which can be used to directly link metabolism to functional phenotypes by integrating spatiotemporal information, genetic or pharmacological perturbations, and real-time metabolic states. For complete details on the use and execution of this protocol, please refer to Wu et al. (2021a). |
format | Online Article Text |
id | pubmed-8433287 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-84332872021-09-14 Single-cell lactate production rate as a measure of glycolysis in endothelial cells Harrison, Devin Wu, David Huang, Jun Fang, Yun STAR Protoc Protocol Heterogeneous metabolism supports critical single-cell functions. Here, we describe deep-learning-enabled image analyses of a genetically encoded lactate-sensing probe which can accurately quantify metabolite levels and glycolytic rates at the single-cell level. Multiple strategies and test data have been included to obviate possible obstacles including successful sensor expression and accurate segmentation. This protocol reliably discriminates between metabolically diverse subpopulations which can be used to directly link metabolism to functional phenotypes by integrating spatiotemporal information, genetic or pharmacological perturbations, and real-time metabolic states. For complete details on the use and execution of this protocol, please refer to Wu et al. (2021a). Elsevier 2021-09-08 /pmc/articles/PMC8433287/ /pubmed/34527962 http://dx.doi.org/10.1016/j.xpro.2021.100807 Text en © 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Protocol Harrison, Devin Wu, David Huang, Jun Fang, Yun Single-cell lactate production rate as a measure of glycolysis in endothelial cells |
title | Single-cell lactate production rate as a measure of glycolysis in endothelial cells |
title_full | Single-cell lactate production rate as a measure of glycolysis in endothelial cells |
title_fullStr | Single-cell lactate production rate as a measure of glycolysis in endothelial cells |
title_full_unstemmed | Single-cell lactate production rate as a measure of glycolysis in endothelial cells |
title_short | Single-cell lactate production rate as a measure of glycolysis in endothelial cells |
title_sort | single-cell lactate production rate as a measure of glycolysis in endothelial cells |
topic | Protocol |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8433287/ https://www.ncbi.nlm.nih.gov/pubmed/34527962 http://dx.doi.org/10.1016/j.xpro.2021.100807 |
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