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

机译:Mitefinder:一种快速方法,用于识别基因组范围内的微型倒置重复转换元素

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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:微型倒置重复转换元素(M ITE)是一种类别的非自主转换元素,在生物学进化过程中发挥着至关重要的作用。能够有效地识别螨虫的生物信息学工具的研制可以在真核生物中实现对螨虫模式的基因组研究。在这里,我们介绍了一种快速,准确和内存高效的工具,用于识别来自基因组学序列的螨虫。 Mitefinder通过构建大型基因组的K-MER指标来区分自身与其他现有方法,这可以有效地识别所有可能的倒置重复。为了计算给定序列是螨虫的可能性,我们介绍了一种逻辑比率评分模型,它使用了两个模型中的序列模式的分布,螨型模型(M)和空模型(n)。结果表明,Mitefinder在精度和召回中表明现有工具。此外,它比检测中的其他工具更快,更内存高。源代码可在网站上自由访问:https://github.com/screamer/mitefinder。

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