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大肠杆菌与替代σ因子相关启动子序列核苷酸含量分析。

Analysis of the nucleotide content of Escherichia coli promoter sequences related to the alternative sigma factors.

机构信息

Department of Life Sciences, Universidade de Caxias do Sul, Caxias do Sul, Rio Grande do Sul, Brazil.

Department of Exact Sciences, Universidade de Caxias do Sul, Caxias do Sul, Rio Grande do Sul, Brazil.

出版信息

J Mol Recognit. 2019 May;32(5):e2770. doi: 10.1002/jmr.2770. Epub 2018 Nov 20.

Abstract

Promoters are DNA sequences located upstream of the transcription start site of genes. In bacteria, the RNA polymerase enzyme requires additional subunits, called sigma factors (σ) to begin specific gene transcription in distinct environmental conditions. Currently, promoter prediction still poses many challenges due to the characteristics of these sequences. In this paper, the nucleotide content of Escherichia coli promoter sequences, related to five alternative σ factors, was analyzed by a machine learning technique in order to provide profiles according to the σ factor which recognizes them. For this, the clustering technique was applied since it is a viable method for finding hidden patterns on a data set. As a result, 20 groups of sequences were formed, and, aided by the Weblogo tool, it was possible to determine sequence profiles. These found patterns should be considered for implementing computational prediction tools. In addition, evidence was found of an overlap between the functions of the genes regulated by different σ factors, suggesting that DNA structural properties are also essential parameters for further studies.

摘要

启动子是位于基因转录起始位点上游的 DNA 序列。在细菌中,RNA 聚合酶酶需要额外的亚基,称为 sigma 因子(σ),以在不同的环境条件下开始特定基因的转录。目前,由于这些序列的特征,启动子预测仍然存在许多挑战。在本文中,通过机器学习技术分析了与五个替代 sigma 因子相关的大肠杆菌启动子序列的核苷酸含量,以便根据识别它们的 sigma 因子提供图谱。为此,应用了聚类技术,因为它是在数据集上找到隐藏模式的一种可行方法。结果形成了 20 组序列,并且借助 Weblogo 工具,可以确定序列图谱。这些发现的模式应考虑用于实现计算预测工具。此外,还发现了不同 sigma 因子调节的基因的功能之间存在重叠,这表明 DNA 结构特性也是进一步研究的重要参数。

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