Many cell regulatory systems implicate nonlinearity and redundancy among components. The regulatory network governing lamellipodial and lamellar actin structures is prototypical of such a system, containing tens of actin-nucleating and -modulating molecules with functional overlap and feedback loops. Due to instantaneous and long-term compensation, phenotyping the system response to perturbation provides limited information on the roles the targeted component plays in the unperturbed system. Accordingly, how individual actin regulators contribute to lamellipodial dynamics remains ambiguous. Here, we present a perturbation-free reconstruction of cause-effect relations among actin regulators by applying Granger-causal inference to constitutive image fluctuations that indicate regulator recruitment as a proxy for activity. Our analysis identifies distinct zones of actin regulator activation and of causal effects on filament assembly and delineates actin-dependent and actin-independent regulator roles in controlling edge motion. We propose that edge motion is driven by assembly of two independently operating actin filament systems.
Granger-causal inference of the lamellipodial actin regulator hierarchy by live cell imaging without perturbation.
通过活细胞成像进行无扰动下伪足肌动蛋白调节层级的格兰杰因果推断
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作者:Noh Jungsik, Isogai Tadamoto, Chi Joseph, Bhatt Kushal, Danuser Gaudenz
| 期刊: | Cell Systems | 影响因子: | 7.700 |
| 时间: | 2022 | 起止号: | 2022 Jun 15; 13(6):471-487 |
| doi: | 10.1016/j.cels.2022.05.003 | 研究方向: | 细胞生物学 |
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