Computational applications of DNA structural scales.

P Baldi, Y Chauvin, S Brunak, J Gorodkin, A G Pedersen
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引用次数: 0

Abstract

We study from a computational standpoint several different physical scales associated with structural features of DNA sequences, including dinucleotide scales such as base stacking energy and propeller twist, and trinucleotide scales such as bendability and nucleosome positioning. We show that these scales provide an alternative or complementary compact representation of DNA sequences. As an example we construct a strand invariant representation of DNA sequences. The scales can also be used to analyze and discover new DNA structural patterns, especially in combinations with hidden Markov models (HMMs). The scales are applied to HMMs of human promoter sequences revealing a number of significant differences between regions upstream and downstream of the transcriptional start point. Finally we show, with some qualifications, that such scales are by and large independent, and therefore complement each other.

DNA结构尺度的计算应用。
我们从计算的角度研究了与DNA序列结构特征相关的几种不同的物理尺度,包括碱基堆叠能和螺旋桨扭曲等二核苷酸尺度,以及可弯曲性和核小体定位等三核苷酸尺度。我们表明,这些尺度提供了DNA序列的替代或互补的紧凑表示。作为一个例子,我们构建了DNA序列的链不变表示。这些尺度还可以用来分析和发现新的DNA结构模式,特别是与隐马尔可夫模型(hmm)结合使用时。该量表应用于人类启动子序列的hmm,揭示了转录起点上游和下游区域之间的许多显著差异。最后,我们在一些限定条件下表明,这些尺度基本上是独立的,因此是相互补充的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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