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转录组分析以鉴定玉米生长初期根系出现和形成过程中可能的基因调控。

Transcriptome analysis for identifying possible gene regulations during maize root emergence and formation at the initial growth stage.

作者信息

Hwang Sun-Goo, Kim Kyung-Hee, Lee Byung-Moo, Moon Jun-Cheol

机构信息

Plant Genomics Laboratory, Department of Applied Plant Sciences, Kangwon National University, Chuncheon, 24341, Republic of Korea.

Department of Life Science, Dongguk University-Seoul, Seoul, 04620, Republic of Korea.

出版信息

Genes Genomics. 2018 Jul;40(7):755-766. doi: 10.1007/s13258-018-0687-z. Epub 2018 Apr 7.

Abstract

The root plays an important role during plant development and growth, i.e., the plant body maintenance, nutrient storage, absorption of water, oxygen and nutrient from the soil, and storage of water and carbohydrates, etc. The objective of this study was attempted to determine root-specific genes at the initial developmental stages of maize by using network-based transcriptome analysis. The raw data obtained using RNA-seq were filtered for quality control of the reads with the FASTQC tool, and the filtered reads were pre-proceed using the TRIMMOMATIC tool. The enriched BINs of the DEGs were detected using PageMan analysis with the ORA_FISHER statistical test, and genes were assigned to metabolic pathways by using the MapMan tool, which was also used for detecting transcription factors (TFs). For reconstruction of the co-expression network, we used the algorithm for the reconstruction of accurate cellular networks (ARACNE) in the R package, and then the reconstructed co-expression network was visualized using the Cytoscape tool. RNA-seq. was performed using maize shoots and roots at different developmental stages of root emergence (6-10 days after planting, VE) and 1 week after plant emergence (V2). A total of 1286 differentially expressed genes (DEGs) were detected in both tissues. Many DEGs involved in metabolic pathways exhibited altered mRNA levels between VE and V2. In addition, we observed gene expression changes for 113 transcription factors and found five enriched cis-regulatory elements in the 1-kb upstream regions of both DEGs. The network-based transcriptome analysis showed two modules as co-expressed gene clusters differentially expressed between the shoots and roots during plant development. The DEGs of one module exhibited gene expressional coherence in the maize root tips, suggesting that their functional relationships are associated with the initial developmental stage of the maize root. Finally, we confirmed reliable mRNA levels of the hub genes in the potential sub-network related to initial root development at the different developmental stages of VE, V2, and 2 weeks after plant emergence.

摘要

根在植物发育和生长过程中发挥着重要作用,即维持植物体、储存养分、从土壤中吸收水分、氧气和养分以及储存水分和碳水化合物等。本研究的目的是通过基于网络的转录组分析来确定玉米初始发育阶段的根特异性基因。使用RNA测序获得的原始数据通过FASTQC工具进行过滤以控制读段质量,过滤后的读段使用TRIMMOMATIC工具进行预处理。使用带有ORA_FISHER统计检验的PageMan分析检测差异表达基因(DEG)的富集BINs,并使用MapMan工具将基因分配到代谢途径,该工具也用于检测转录因子(TF)。为了重建共表达网络,我们在R包中使用了精确细胞网络重建算法(ARACNE),然后使用Cytoscape工具对重建的共表达网络进行可视化。RNA测序是在根出现的不同发育阶段(种植后6 - 10天,VE)和植株出现后1周(V2)的玉米地上部分和根上进行的。在这两个组织中总共检测到1286个差异表达基因。许多参与代谢途径的DEG在VE和V2之间表现出mRNA水平的变化。此外,我们观察到113个转录因子的基因表达变化,并在两个DEG的1 kb上游区域发现了五个富集的顺式调控元件。基于网络的转录组分析显示,在植物发育过程中,有两个模块作为地上部分和根之间差异表达的共表达基因簇。一个模块的DEG在玉米根尖表现出基因表达一致性,表明它们的功能关系与玉米根的初始发育阶段相关。最后,我们在VE、V2和植株出现后2周的不同发育阶段,确认了与根初始发育相关的潜在子网中枢纽基因的可靠mRNA水平。

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