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Microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling.


ABSTRACT: 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.

SUBMITTER: Noguchi Y 

PROVIDER: S-EPMC8324808 | biostudies-literature | 2021 Jul

REPOSITORIES: biostudies-literature

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Microscopic image-based covariation network analysis for actin scaffold-modified insulin signaling.

Noguchi Yoshiyuki Y   Kano Fumi F   Maiya Nobuhiko N   Iwamoto Chisako C   Yamasaki Shoko S   Otsubo Yosuke Y   Nakatsu Daiki D   Kunishige Rina R   Murata Masayuki M  

iScience 20210713 7


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 pro  ...[more]

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