Noguchi Yoshiyuki, Kano Fumi, Maiya Nobuhiko, Iwamoto Chisako, Yamasaki Shoko, Otsubo Yosuke, Nakatsu Daiki, Kunishige Rina, Murata Masayuki
Department of Life Sciences, Graduate School of Arts and Sciences, The University of Tokyo, 3-8-1 Komaba, Meguro-ku, Tokyo 153-8902, Japan.
Cell Biology Center, Institute of Innovative Research, Tokyo Institute of Technology, 4259 Nagatsuta, Midori-ku, Yokohama, Kanagawa 226-8503, Japan.
iScience. 2021 Jul 13;24(7):102724. doi: 10.1016/j.isci.2021.102724. eCollection 2021 Jul 23.
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.
为了推断单细胞中的“活性”蛋白质网络,我们开发了一种基于蛋白质定位和修饰的新型协变网络(PLOM-CON)分析方法,该方法使用了大量来自显微镜免疫染色图像的关于目标蛋白质丰度(数量)、翻译后修饰状态(质量)以及定位/形态信息的定量数据。生成的网络展示了目标蛋白质的同步时间依赖性行为,以可视化在特定实验条件下细胞中活性蛋白质网络是如何发展或变化的。作为PLOM-CON分析概念验证,我们应用此方法阐明肌动蛋白支架在大鼠肝癌细胞胰岛素信号传导中的作用,其中肌动蛋白纤维和信号分子聚集并形成膜相关蛋白凝聚物。我们发现细胞中的肌动蛋白支架在胰岛素刺激下可能作为糖原生成和蛋白质合成的平台发挥作用。