高级检索

    拟南芥株高性状全基因组上位互作网络构建

    Network construction of genome-wide epistatic interaction for plant height traits in Arabidopsis thaliana

    • 摘要:
        目的  以拟南芥株高性状及上位性网络模型为研究基础,通过构建不同层次的互作调控网络,探究、揭示植物生长发育过程中多基因在复杂网络中相互作用的过程或规律。
        方法  以拟南芥的84个重组自交系为实验材料,共获得417 495个单核苷酸位点(SNPs)及8个时间点的株高生长数据,基于功能作图方法对测序得到的不同基因型与株高性状进行关联分析后,通过结合系统生物学中模块化的概念及统计学中降维的思想,在常微分方程组的基础上构建稀疏、有向、可量化的模块以及基因之间的上位性互作网络,同时使用拟南芥在线数据库对不同功能模块中的候选基因进行富集分析与功能注释。
        结果  研究结果表明,在宏观遗传调控网络中,大部分功能模块在拟南芥发育过程中起正向调控的作用,并且随时间的变化会改变互作的策略。在微观调控网络中,与拟南芥的结构发育密切相关的基因AT4G29140在网络中对其他位点都是上调作用,同时只受到与衰老有关基因的下调作用。而与维持细胞的稳态有关的基因AT4G36910不主动发挥调控作用,其功能表达非常依赖于其他基因的控制。基因AT4G22680可能通过调节RP1的表达发挥其调控的功能。
        结论  本研究从关联分析与复杂网络的角度上,探究了影响拟南芥生长的上位性机制,为植物遗传结构的解析提供了新的方法和思路。

       

      Abstract:
        Objective  Based on the study of Arabidopsis thaliana plant height traits and the epistatic network models, this research aimed to explore and reveal the processes or patterns of multiple genes interacting with each other in a complex network during plant growth by constructing interactive regulatory networks at different levels.
        Method  84 recombinant inbred lines (RILs) of Arabidopsis thaliana were selected for the subsequent experiment, from which a total of 417 495 single nucleotide polymorphisms (SNPs) and plant height growth data across 8 time points were acquired. Through the functional mapping method, correlation analyses were performed on different genotypes and plant height traits previously obtained through sequencing. Afterwards, taking into account the concept of modularization from systems biology and ideas on dimensionality reduction from statistics, a system of ordinary differential equations was further adopted to construct not only a sparse, directed and quantifiable module, but also an epistatic interaction network among the genes. Eventually, database from the Arabidopsis Information Resource (TAIR) was utilized to perform enrichment analyses and functional annotations on candidate genes in various functional modules.
        Result  The findings obtained herein showed that most functional modules seen from the macroscopic scale in the gene regulatory network not only played a positive regulatory role throughout the growth of Arabidopsis thaliana but also changed corresponding interaction strategy with time. On the other hand, from the microscopic view of the gene regulatory network, AT4G29140, the gene closely associated with structural development of Arabidopsis thaliana, was found to only play an up-regulating role onto other loci and be subjected to only down-regulating effects from ageing-related genes. Moreover, AT4G36910, the gene responsible for maintaining cellular homeostasis, was found to display passive regulatory attitudes and have functional expressions that greatly depend on the regulation from other genes. Last but not least, AT4G22680 was speculated to execute its regulatory functions by regulating RP1 expressions.
        Conclusion  This study has taken the context of complex network, conducted correlation analysis, and successfully probed into the epistatic mechanism affecting the growth of Arabidopsis thaliana, thereby providing a novel set of method and thought process for analyzing the genetic structures of plants.

       

    /

    返回文章
    返回