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基于小波变换技术预测DNA序列的编码区 被引量:6

Predicting Protein Coding Regions of DNA Sequences Based on Wavelet Translation Technique
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摘要 三周期性是大多数基因组序列的编码区具有的主要特征.本文提出利用小波变换分析DNA序列编码区的三周期性,形成一种新的基于小波变换的DNA序列编码区预测方法,理论和实验研究证实了新方法的可行性,探测率和正确率分别达到81%和75%,特别是探测率较目前常用的其它一些方法有较大改善. The major signal in protein coding regions for most of genomic sequences is three-base periodicity. In this paper, we analyze this periodicity using wavelet Wansformafion (WT) and propose a novel prediction approach for the protein coding regions of DNA sequences based on WT. This approach is able to predict and locate the coding regions simultaneously and is independent of training sets or existing database information. The validity of this approach is verified by a great deal of research results from theoretical analysis and experiments. The sensitivity and the specificity of novel approach reach 81% and 75 % respectively. So, the prediction effectiveness is good. Especially, the sensitivity of novel approach is greatly improved compared with other techniques currently in use.
出处 《电子学报》 EI CAS CSCD 北大核心 2007年第1期141-144,共4页 Acta Electronica Sinica
基金 国家自然科学基金(No.60571047) 四川省学术与技术带头人培养基金(No.901008) 四川省应用基础项目(No.J13-075) 电子科技大学中青年人才培养计划(No.601016)
关键词 DNA序列 编码区 小波变换 预测 DNA sequence ceding regions (CDS) Wavelet translation Prediction
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  • 1R B Farber,A S Lapedes,Sirotkin K M.Determination of eukaryotic protein coding regions using neural networks and information theory[J].J Mol Biol,1992,226(2):471-479.
  • 2S V Buldyrev,et al.Long-range correlation properties of coding and noncoding DNA sequences:Genbank analysis[J].Phys Rev E,1995,51(5):5084-5094.
  • 3S Dong,D B Searls.Gene structure prediction by linguistic methods[J].Genomics,1994,23(3):540-551.
  • 4W Lee,L Luo.Periodicity of base correlation in nucleotide sequence[J].Phys Rev E,1997,56(1):848-851.
  • 5John A Berger,Sanjit K Mitra,Marco Carli,et al.Visualization and analysis of DNA sequences using DNA walks[J].Journal of the Franklin Institute,2004,341(1-2):37-53.
  • 6D Anasstassiou.Frequency-domain analysis of bio-molecular sequences[J].J.Bioinformatics,2000,16(12):1073-1081.
  • 7Stephane Mallat.A Wavelet Tour of Signal Processing.Academic Press[M].Sept.15,1999.
  • 8S Tiwari,S Ramachandran,A Bhattacharya,et al.Prediction of probable genes by Fourier analysis of genomic sequences[J].CABIOS,1997,13(3):263-270.
  • 9M Burset,R Guigó.Evaluation of Gene Structure prediction program[J].Genomics,1996,34(3):353-367.
  • 10J W Fickett.The Gene identification problem:An overview for developers[J].Comput Chem,1996,20(1):103-119.

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