首页> 外文期刊>International Journal of Artificial Intelligence Tools: Architectures, Languages, Algorithms >CUMULATIVE SPECTRAL REPEAT FINDER (CSRF): A SPECTRAL APPROACH FOR IDENTIFYING THE LENGTH OF REPEATS IN DNA SEQUENCES
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CUMULATIVE SPECTRAL REPEAT FINDER (CSRF): A SPECTRAL APPROACH FOR IDENTIFYING THE LENGTH OF REPEATS IN DNA SEQUENCES

机译:累积光谱重复查找器(CSRF):一种鉴定DNA序列中重复长度的光谱方法

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摘要

Repetitive sequences of DNA are meaningful and of great importance to human functions. Previous researchers have proposed various methods to discover repetitive sequences in DNA sequence. However, the unknown lengths for repetitive sequences are usually predicted randomly or determined by rules of thumb rather than using a systematical criterion. We propose a new algorithm based on the cumulative Fourier spectral contents of DNA sequence to identify the candidate lengths of repetitive sequences or repeats in DNA sequences. After the candidate lengths of repeats are known, one can identify the repeats and their copy numbers using an exact method. Both of the simulated and real datasets are used to illustrate the performance of the proposed algorithm. The results are also compared to two well-known methods such as Spectral Repeat Finder (SRF) and Gibbs sampler. Furthermore, we demonstrate the use of CSRF in some well-known repeats-finding methods such as SRF, Gibbs sampler, MEME.
机译:DNA的重复序列是有意义的,对人类功能非常重要。先前的研究人员提出了各种方法来发现DNA序列中的重复序列。但是,重复序列的未知长度通常是随机预测的,或者是通过经验法则确定的,而不是使用系统的标准。我们提出了一种基于DNA序列的累积傅立叶光谱内容的新算法,以识别DNA序列中重复序列或重复序列的候选长度。在知道重复的候选长度后,就可以使用一种精确的方法来识别重复及其拷贝数。仿真数据集和实际数据集均用于说明所提出算法的性能。还将结果与两种众所周知的方法进行比较,例如光谱重复查找器(SRF)和吉布斯采样器。此外,我们证明了CSRF在某些著名的重复查找方法(例如SRF,Gibbs采样器,MEME)中的使用。

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