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MiteFinder: A fast approach to identify miniature inverted-repeat transposable elements on a genome-wide scale

机译:MiteFinder:一种在全基因组范围内鉴定微型反向重复转座因子的快速方法

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Miniature inverted-repeat transposable element (M ITE) is a type of class II non-autonomous transposable element playing a crucial role in the process of evolution in biology. Development of bioinformatics tools that are capable of effectively identifying MITEs can enable genome-wide studies of MITE patterns in eukaryotes. Here, we present a fast, accurate and memory-efficient tool, MiteFinder, for the identification of MITEs from genomics sequences. MiteFinder distinguishes itself from other existing methods by building k-mer indexes for large genomes, which can effectively identify all possible inverted repeats. To calculate the likelihood of how much a given sequence is a MITE, we introduce a log-ratio scoring model that uses the distribution of sequence pattern in two models, mite model (M) and null model (N). The results suggest that MiteFinder outperforms existing tools in both precision and recall. Besides, it is much faster and more memory-efficient than other tools in the detection. The source code is freely accessible at the website: https://github.com/screamer/miteFinder.
机译:微型反向重复转座因子(M ITE)是一类II类非自治转座因子,在生物学的进化过程中起着至关重要的作用。能够有效识别MITE的生物信息学工具的开发,可以使真核生物中MITE模式的全基因组研究成为可能。在这里,我们提供了一种快速,准确且高效存储的工具MiteFinder,用于从基因组序列中识别MITE。 MiteFinder通过为大型基因组建立k-mer索引,将其与其他现有方法区分开来,该索引可以有效地识别所有可能的反向重复序列。为了计算给定序列是MITE的可能性,我们引入了对数比率评分模型,该模型使用序列模式在两个模型(螨模型(M)和空模型(N))中的分布。结果表明,MiteFinder在精度和召回率方面均优于现有工具。此外,它比检测中的其他工具快得多,存储效率更高。可从以下网站免费访问源代码:https://github.com/screamer/miteFinder。

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