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A statistical image analysis framework for pore-free islands derived from heterogeneity distribution of nuclear pore complexes

机译:从核孔复合体的非均质分布得出的无孔岛的统计图像分析框架

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Nuclear pore complexes (NPCs) maintain cellular homeostasis by mediating nucleocytoplasmic transport. Although cyclin-dependent kinases (CDKs) regulate NPC assembly in interphase, the location of NPC assembly on the nuclear envelope is not clear. CDKs also regulate the disappearance of pore-free islands, which are nuclear envelope subdomains; this subdomain gradually disappears with increase in homogeneity of the NPC in response to CDK activity. However, a causal relationship between pore-free islands and NPC assembly remains unclear. Here, we elucidated mechanisms underlying NPC assembly from a new perspective by focusing on pore-free islands. We proposed a novel framework for image-based analysis to automatically determine the detailed ‘landscape’ of pore-free islands from a large quantity of images, leading to the identification of NPC intermediates that appear in pore-free islands with increased frequency in response to CDK activity. Comparison of the spatial distribution between simulated and the observed NPC intermediates within pore-free islands showed that their distribution was spatially biased. These results suggested that the disappearance of pore-free islands is highly related to de novo NPC assembly and indicated the existence of specific regulatory mechanisms for the spatial arrangement of NPC assembly on nuclear envelopes.
机译:核孔复合物(NPC)通过介导核质运输来维持细胞稳态。尽管细胞周期蛋白依赖性激酶(CDK)在相间调节NPC组装,但尚不清楚NPC组装在核膜上的位置。 CDK还调节无孔岛的消失,无孔岛是核被膜的子域。随着NPC同质性的增加,该亚结构域逐渐消失,以响应CDK活性。但是,无孔岛和NPC组装之间的因果关系仍然不清楚。在这里,我们通过关注无孔岛从新的角度阐明了NPC组装的基础机制。我们提出了一种基于图像的分析的新框架,该框架可从大量图像中自动确定无孔岛的详细“景观”,从而可识别出现在无孔岛中的NPC中间体,并随着频率的增加而增加CDK活动。在无孔岛内模拟和观察到的NPC中间体之间的空间分布比较表明,它们的分布在空间上存在偏差。这些结果表明,无孔岛的消失与从头NPC组装高度相关,并表明了NPC组装在核膜上的空间排列存在特定的调控机制。

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