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首页> 外文期刊>Journal of computational biology: A journal of computational molecular cell biology >Encoding and Decoding DNA Sequences by Integer Chaos Game Representation
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Encoding and Decoding DNA Sequences by Integer Chaos Game Representation

机译:通过整数混沌游戏表示编码和解码DNA序列

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摘要

DNA sequences are fundamental for encoding genetic information. The genetic information may be understood not only from symbolic sequences but also from the hidden signals inside the sequences. The symbolic sequences need to be transformed into numerical sequences so the hidden signals can be revealed by signal processing techniques. All current transformation methods encode DNA sequences into numerical values of the same length. These representations have limitations in the applications of genomic signal compression, encryption, and steganography. We propose a novel integer chaos game representation (inter-CGR or iCGR) of DNA sequences and a lossless encoding method DNA sequences by the iCGR. In the iCGR method, a DNA sequence is represented by the iterated function of the nucleotides and their positions in the sequence. Then the DNA sequence can be uniquely encoded and recovered using three integers from iCGR. One integer is the sequence length and the other two integers represent the accumulated distributions of nucleotides in the sequence. The integer encoding scheme can compress a DNA sequence by 2 bits per nucleotide. The integer representation of DNA sequences provides a prospective tool for sequence analysis and operations.
机译:DNA序列是编码遗传信息的基础。遗传信息不仅可以从符号序列中理解,而且可以从序列内的隐藏信号中理解。符号序列需要转换为数值序列,因此可以通过信号处理技术揭示隐藏信号。所有电流转化方法将DNA序列编码为相同长度的数值。这些表示在基因组信号压缩,加密和隐写术的应用中具有局限性。我们提出了一种小型整数混沌比赛(CGR或ICGR)的DNA序列和ICGR无损编码方法DNA序列。在ICGR方法中,DNA序列由核苷酸的迭代功能及其在序列中的位置表示。然后使用来自ICGR的三个整数可以唯一地编码和恢复DNA序列。一个整数是序列长度,另外两个整数表示序列中核苷酸的累积分布。整数编码方案可以通过每核苷酸的2比特压缩DNA序列。 DNA序列的整数表示提供了一种用于序列分析和操作的前瞻性工具。

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