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Microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling
To infer a “live” protein network in single cells, we developed a novel Protein Localization and Modification-based Covariation Network (PLOM-CON) analysis method using a large set of quantitative data on the abundance (quantity), post-translational modification state (quality), and localization/mor...
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/PMC8324808/ https://www.ncbi.nlm.nih.gov/pubmed/34337357 http://dx.doi.org/10.1016/j.isci.2021.102724 |
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author | Noguchi, Yoshiyuki Kano, Fumi Maiya, Nobuhiko Iwamoto, Chisako Yamasaki, Shoko Otsubo, Yosuke Nakatsu, Daiki Kunishige, Rina Murata, Masayuki |
author_facet | Noguchi, Yoshiyuki Kano, Fumi Maiya, Nobuhiko Iwamoto, Chisako Yamasaki, Shoko Otsubo, Yosuke Nakatsu, Daiki Kunishige, Rina Murata, Masayuki |
author_sort | Noguchi, Yoshiyuki |
collection | PubMed |
description | To infer a “live” protein network in single cells, we developed a novel Protein Localization and Modification-based Covariation Network (PLOM-CON) analysis method using a large set of quantitative data on the abundance (quantity), post-translational modification state (quality), and localization/morphological information of target proteins from microscope immunostained images. The generated network exhibited synchronized time-dependent behaviors of the target proteins to visualize how a live protein network develops or changes in cells under specific experimental conditions. As a proof of concept for PLOM-CON analysis, we applied this method to elucidate the role of actin scaffolds, in which actin fibers and signaling molecules accumulate and form membrane-associated protein condensates, in insulin signaling in rat hepatoma cells. We found that the actin scaffold in cells may function as a platform for glycogenesis and protein synthesis upon insulin stimulation. |
format | Online Article Text |
id | pubmed-8324808 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-83248082021-07-31 Microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling Noguchi, Yoshiyuki Kano, Fumi Maiya, Nobuhiko Iwamoto, Chisako Yamasaki, Shoko Otsubo, Yosuke Nakatsu, Daiki Kunishige, Rina Murata, Masayuki iScience Article To infer a “live” protein network in single cells, we developed a novel Protein Localization and Modification-based Covariation Network (PLOM-CON) analysis method using a large set of quantitative data on the abundance (quantity), post-translational modification state (quality), and localization/morphological information of target proteins from microscope immunostained images. The generated network exhibited synchronized time-dependent behaviors of the target proteins to visualize how a live protein network develops or changes in cells under specific experimental conditions. As a proof of concept for PLOM-CON analysis, we applied this method to elucidate the role of actin scaffolds, in which actin fibers and signaling molecules accumulate and form membrane-associated protein condensates, in insulin signaling in rat hepatoma cells. We found that the actin scaffold in cells may function as a platform for glycogenesis and protein synthesis upon insulin stimulation. Elsevier 2021-07-13 /pmc/articles/PMC8324808/ /pubmed/34337357 http://dx.doi.org/10.1016/j.isci.2021.102724 Text en © 2021 The Author(s) 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 | Article Noguchi, Yoshiyuki Kano, Fumi Maiya, Nobuhiko Iwamoto, Chisako Yamasaki, Shoko Otsubo, Yosuke Nakatsu, Daiki Kunishige, Rina Murata, Masayuki Microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling |
title | Microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling |
title_full | Microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling |
title_fullStr | Microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling |
title_full_unstemmed | Microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling |
title_short | Microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling |
title_sort | microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8324808/ https://www.ncbi.nlm.nih.gov/pubmed/34337357 http://dx.doi.org/10.1016/j.isci.2021.102724 |
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