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利用计算方法预测轮枝镰孢菌中的致病网络模块。

Computational Prediction of Pathogenic Network Modules in Fusarium verticillioides.

出版信息

IEEE/ACM Trans Comput Biol Bioinform. 2018 Mar-Apr;15(2):506-515. doi: 10.1109/TCBB.2015.2440232.

Abstract

Fusarium verticillioides is a fungal pathogen that triggers stalk rots and ear rots in maize. In this study, we performed a comparative analysis of wild type and loss-of-virulence mutant F. verticillioides co-expression networks to identify subnetwork modules that are associated with its pathogenicity. We constructed the F. verticillioides co-expression networks from RNA-Seq data and searched through these networks to identify subnetwork modules that are differentially activated between the wild type and mutant F. verticillioides, which considerably differ in terms of pathogenic potentials. A greedy seed-and-extend approach was utilized in our search, where we also used an efficient branch-out technique for reliable prediction of functional subnetwork modules in the fungus. Through our analysis, we identified four potential pathogenicity-associated subnetwork modules, each of which consists of interacting genes with coordinated expression patterns, but whose activation level is significantly different in the wild type and the mutant. The predicted modules were comprised of functionally coherent genes and topologically cohesive. Furthermore, they contained several orthologs of known pathogenic genes in other fungi, which may play important roles in the fungal pathogenesis.

摘要

镰刀菌是一种真菌病原体,可引发玉米的茎腐病和穗腐病。在这项研究中,我们对野生型和减毒突变体镰刀菌的共表达网络进行了比较分析,以鉴定与致病性相关的子网络模块。我们从 RNA-Seq 数据构建了镰刀菌的共表达网络,并在这些网络中搜索,以鉴定野生型和突变型镰刀菌之间差异激活的子网络模块,这两种菌株在致病潜力方面有很大的不同。在我们的搜索中使用了一种贪婪的种子和扩展方法,同时还使用了一种有效的分支技术,以可靠地预测真菌中的功能子网模块。通过我们的分析,我们鉴定了四个潜在的与致病性相关的子网模块,每个模块都由具有协调表达模式的相互作用基因组成,但在野生型和突变体中的激活水平有显著差异。预测的模块由功能上一致的基因和拓扑上一致的基因组成。此外,它们还包含了其他真菌中已知致病性基因的几个同源基因,这些基因可能在真菌发病机制中发挥重要作用。

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