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通过时间网络建模揭示葡萄感染“茄植原体”过程中相关通路之间的新交互作用

New Cross-Talks between Pathways Involved in Grapevine Infection with ' Phytoplasma solani' Revealed by Temporal Network Modelling.

作者信息

Škrlj Blaž, Novak Maruša Pompe, Brader Günter, Anžič Barbara, Ramšak Živa, Gruden Kristina, Kralj Jan, Kladnik Aleš, Lavrač Nada, Roitsch Thomas, Dermastia Marina

机构信息

Jožef Stefan International Postgraduate School, 1000 Ljubljana, Slovenia.

Jožef Stefan Institute, 1000 Ljubljana, Slovenia.

出版信息

Plants (Basel). 2021 Mar 29;10(4):646. doi: 10.3390/plants10040646.

Abstract

Understanding temporal biological phenomena is a challenging task that can be approached using network analysis. Here, we explored whether network reconstruction can be used to better understand the temporal dynamics of bois noir, which is associated with ' Phytoplasma solani', and is one of the most widespread phytoplasma diseases of grapevine in Europe. We proposed a methodology that explores the temporal network dynamics at the community level, i.e., densely connected subnetworks. The methodology offers both insights into the functional dynamics via enrichment analysis at the community level, and analyses of the community dissipation, as a measure that accounts for community degradation. We validated this methodology with cases on experimental temporal expression data of uninfected grapevines and grapevines infected with '. P. solani'. These data confirm some known gene communities involved in this infection. They also reveal several new gene communities and their potential regulatory networks that have not been linked to '. P. solani' to date. To confirm the capabilities of the proposed method, selected predictions were empirically evaluated.

摘要

理解时间生物学现象是一项具有挑战性的任务,可通过网络分析来解决。在此,我们探讨了网络重建是否可用于更好地理解葡萄黑痘病的时间动态,该病与“茄植原体”有关,是欧洲葡萄园中最普遍的植原体病害之一。我们提出了一种方法,用于探索社区层面(即密集连接的子网)的时间网络动态。该方法既能通过社区层面的富集分析深入了解功能动态,又能分析社区消散情况,以此作为衡量社区退化的指标。我们用未感染葡萄藤和感染“茄植原体”的葡萄藤的实验性时间表达数据案例验证了该方法。这些数据证实了一些已知的参与这种感染的基因社区。它们还揭示了几个新基因社区及其潜在调控网络,这些网络迄今为止尚未与“茄植原体”联系起来。为了证实所提方法的能力,对选定的预测进行了实证评估。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e8e4/8065506/31755ba11875/plants-10-00646-g001.jpg

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