Prediction of bipartite transcriptional regulatory elements using transcriptome data of Arabidopsis

Yoshiharu Y. Yamamoto, H. Ichida, A. Hieno, Daichi Obata, Mutsutomo Tokizawa, Mika Nomoto, Y. Tada, Kazutaka Kusunoki, H. Koyama, Natsuki Hayami
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引用次数: 2

Abstract

Abstract In our previous study, a methodology was established to predict transcriptional regulatory elements in promoter sequences using transcriptome data based on a frequency comparison of octamers. Some transcription factors, including the NAC family, cannot be covered by this method because their binding sequences have non-specific spacers in the middle of the two binding sites. In order to remove this blind spot in promoter prediction, we have extended our analysis by including bipartite octamers that are composed of ‘4 bases—a spacer with a flexible length—4 bases’. 8,044 pre-selected bipartite octamers, which had an overrepresentation of specific spacer lengths in promoter sequences and sequences related to core elements removed, were subjected to frequency comparison analysis. Prediction of ER stress-responsive elements in the BiP/BiPL promoter and an ANAC017 target sequence resulted in precise detection of true positives, judged by functional analyses of a reported article and our own in vitro protein–DNA binding assays. These results demonstrate that incorporation of bipartite octamers with continuous ones improves promoter prediction significantly.
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利用拟南芥转录组数据预测两部分转录调控元件
在我们之前的研究中,我们建立了一种方法,利用基于八聚体频率比较的转录组数据来预测启动子序列中的转录调控元件。一些转录因子,包括NAC家族,不能被这种方法覆盖,因为它们的结合序列在两个结合位点的中间有非特异性间隔。为了消除启动子预测中的这个盲点,我们扩展了我们的分析,包括由“4个碱基-一个具有灵活长度的间隔- 4个碱基”组成的二部八聚体。对8044个预先选择的启动子序列和与核心元件去除相关的序列中特定间隔长度过度代表的二部八聚体进行频率比较分析。预测BiP/BiPL启动子和ANAC017靶序列中的内质网应激响应元件,通过一篇报道的功能分析和我们自己的体外蛋白质- dna结合试验来判断,可以精确检测出真阳性。这些结果表明,双部八聚体与连续八聚体的结合显著提高了启动子预测。
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