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    • 教授     博士生导师   硕士生导师
    • 性别:男
    • 毕业院校:大连工学院
    • 学位:学士
    • 所在单位:创新创业学院
    • 学科:应用数学
    • 电子邮箱:mfhe@dlut.edu.cn

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    A new method to analyze protein sequence similarity using Dynamic Time Warping

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    论文类型:期刊论文

    发表时间:2017-03-01

    发表刊物:GENOMICS

    收录刊物:SCIE、PubMed、Scopus

    卷号:109

    期号:2

    页面范围:123-130

    ISSN号:0888-7543

    关键字:Protein sequences similarity analysis; Discrete Fourier Transform; Dynamic Time Warping; Phylogenetic tree

    摘要:Sequences similarity analysis is one of the major topics in bioinformatics. It helps researchers to reveal evolution relationships of different species. In this paper, we outline a new method to analyze the similarity of proteins by Discrete Fourier Transform (DFT) and Dynamic Time Warping (DTW). The original symbol sequences are converted to numerical sequences according to their physico-chemical properties. We obtain the power spectra of sequences from DFT and extend the spectra to the same length to calculate the distance between different sequences by DTW. Our method is tested in different datasets and the results are compared with that of other software algorithms. In the comparison we find our scheme could amend some wrong classifications appear in other software. The comparison shows our approach is reasonable and effective. (C) 2016 Elsevier Inc. All rights reserved.