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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...

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Autores principales: Noguchi, Yoshiyuki, Kano, Fumi, Maiya, Nobuhiko, Iwamoto, Chisako, Yamasaki, Shoko, Otsubo, Yosuke, Nakatsu, Daiki, Kunishige, Rina, Murata, Masayuki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
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.
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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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