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Codon-based encoding for DNA sequence analysis

机译:基于密码子的DNA序列分析编码

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摘要

With the exponential growth of biological sequence data (DNA or Protein Sequence), DNA sequence analysis has become an essential task for biologist to understand the features, functions, structures, and evolution of species. Encoding DNA sequences is an effective method to extract the features from DNA sequences. It is commonly used for visualizing DNA sequences and analyzing similarities/dissimilarities between different species or cells. Although there have been many encoding approaches proposed for DNA sequence analysis, we require more elegant approaches for higher accuracy. In this paper, we propose a noble encoding approach for measuring the degree of similarity/dissimilarity between different species. Our approach can preserve the physiochemical properties, positional information, and the codon usage bias of nucleotides. An extensive performance study shows that our approach provides higher accuracy than existing approaches in terms of the degree of similarity.
机译:随着生物序列数据(DNA或蛋白质序列)的指数增长,DNA序列分析已成为生物学家了解物种的特征,功能,结构和进化的一项重要任务。编码DNA序列是从DNA序列中提取特征的有效方法。它通常用于可视化DNA序列和分析不同物种或细胞之间的相似性/相似性。尽管已经提出了许多用于DNA序列分析的编码方法,但是我们需要更优雅的方法以实现更高的准确性。在本文中,我们提出了一种高贵的编码方法来测量不同物种之间的相似度/相异度。我们的方法可以保留核苷酸的理化特性,位置信息和密码子使用偏倚。广泛的性能研究表明,就相似程度而言,我们的方法比现有方法提供更高的准确性。

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