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基于加权共变化网络分析水稻根系微生物群落间的差异

Analysis of Differences in Rice Root Microbial Communities Based on Weighted Co-expression Network

  • 摘要: 为了解水稻根系微生物群落间的差异,比较水稻根内、根表以及根际3个生态位微生物群落组成差异;探究水稻根系生态位之间、变化种群间的相互关系;以期为今后水稻根系微生物研究提供具有参考价值的依据。本研究利用WGCNA算法对水稻根系3个生态位的微生物群落数据分别构建共表达网络,找出根内、根表以及根际微生物群落间的差异网络,以网络为单位比较分析不同生态位间微生物群落的差异,并基于共变化网络分析进一步探究差异种群间的相互关系。通过WGCNA算法对水稻根系3个生态位的微生物群落进行共表达网络分析,结果发现:在水稻根内-根表-根际3个生态位间,微生物群落构成的共表达互作网络存在差异。进一步分析3个生态位间差异网络,发现根际-根表差异网络中的OTUs分布于6个门18个属中,优势菌门为变形菌门(Proteobacteria, 72.97%);在根际-根内差异网络中的OTUs分布于9个门35个属,优势菌门为变形菌门(Proteobacteria, 66.36%)、放线菌门(Actinobacteria, 9.09%)、拟杆菌门(Bacteroidetes, 10.9%);根表-根内差异网络中的OTUs分布于12个门36个属中,其中优势菌门为变形菌门(Proteobacteria, 41.41%)、拟杆菌门(Bacteroidetes, 10.10%)、厚壁菌门(Firmicutes, 12.12%)、疣微菌门(Verrucomicrobia, 10.10%)。Rhodobacter、Novosphingobium等3个核心菌属、Blvii28、Dechloromonas等6个核心菌属和Cellvibrio、Geobacter等5个核心菌属,分别在根际-根表差异种群微生物共变化网络、根际-根内差异种群微生物共变化网络和根表-根内差异种群微生物共变化网络中起重要的调控作用。

     

    Abstract: The aim of this study is to understand the difference of microbial community in rice root system, the microbial community composition in three niches of endosphere, rhizoplane and rhizosphere was compared. In order to provide a reference for the study of rice root microorganism in the future, this paper explored the relationship between the rice root niche and the variable microbial community. The WGCNA algorithm was used to construct a co-expression network for the microbial community data of the three rice root niches, and the difference networks among the endosphere, rhizoplane and rhizosphere microbial communities were found out. Network was used to compare and analyze the differences of microbial communities among different ecological niches,and co-occurrence network analysis was used to further explore the relationship between different communities.The WGCNA algorithm was used to construct a co-expression network for microbial communities in three niches of rice roots. The results showed that there were differences in the co-expression and interaction networks of microbial community composition among the three niches of rice root endosphere-rhizoplane-rhizosphere. From the further analysis of the difference network among the three niches, we found that: The OTUs in the rhizosphere-rhizoplane difference network were distributed in 18 genera of 6 phylums, and the dominant bacterial phyla was Proteobacteria(72.97%). The OTUs in the rhizosphere-endosphere difference network distributed in 35 genera of 9 phylums, and the dominant bacterial phyla were Proteobacteria(66.36%), Actinobacteria(9.09%), Bacteroides(10.9%). The OTUs in the rhizosphere-endosphere difference network distributed in 36 genera of 12 phylums, and the dominant bacterial phyla were Proteobacteria(41.41%), Bacteroides(10.10%), Firmicutes(12.12%), Verrucomibia(10.10%). Three core bacteria genera of Rhodobacter and Novosphingobium, six core bacteria genera of Blvii28 and Dechloromonas, and five core bacteria genera of Cellvibrio and Geobacter, played an important role in the regulation of microorganism co-occurrence network of different populations in rhizosphere-rhizoplane, rhizosphereendosphere and rhizoplane-endosphere, respectively.

     

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