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一种基于卷积码模型的遗传序列分析方法
刘 晓1, 田逢春1, 李素芳2
1.重庆大学 通信工程学院;2.中国计量学院 生命科学学院
摘要:
【目的】研究通信纠错编码理论在生物学领域研究中的应用。【方法】 基于纠错编码理论,将卷积码模型分析方法用于遗传序列的分析,结合密码子简并性以及碱基关联短程为主的特性,对卷积码模型的生成矩阵、编码长度和约束长度等参数进行讨论。对2种原核生物(Escherichia coli str.K-12 substr.MG1655和Staphylococcus epidermidis ATCC 12228)与2种真核生物(Arabidopsis thaliana chromosome 4和Oryza sativa (japonica cultivar-group) chromosome 10) DNA序列翻译起始及终止的特征进行分析,并通过对不同卷积码模型的比较,确定合适的分析模型。【结果】 在适当的分析模型下,分析结果在开放阅读框(ORF)起始端和终止端附近,显示出与起始密码子和终止密码子位置紧密关联的明显码距变化,而不适当的分析模型则使分析结果与生物意义的对应关系下降;分析方法对2种原核生物和2种真核生物具有较好的统一性。【结论】 通信纠错编码模型与蕴含纠错机制的生物序列编码特性可以较好地结合,这对将纠错编码理论与生物学研究相结合具有一定的指导意义。
关键词:  纠错编码  卷积码  短程关联优势  密码子
DOI:
分类号:
基金项目:教育部高等学校博士学科点专项科研基金项目(20050611022);重庆市自然科学基金(重点)项目(2009BA2021)
A method for analyzing genetic sequence based on a convolutional code model
Abstract:
【Objective】 The objective of this research was to study the application of error correction coding theory of communication engineering in biological field.【Method】 The principle of convolutional code was employed to analyze genetic sequence based on error correction coding theory.The parameters,such as generator matrix,code length and constraint length,of the convolutional code models were designed and compared based on the degeneracy of codons and short range dominance of bases correlation.The coding features of the translation initiation and termination of the DNA sequences of two prokaryotes (Escherichia coli str.K-12 substr.MG1655 and Staphylococcus epidermidis ATCC 12228) and two eukaryotes (Arabidopsis thaliana chromosome 4 and Oryza sativa (japonica cultivar group) chromosome 10) were studied to search appropriate analysis model.【Result】 Obvious changes of average code distance were observed near the initiation site and the termination site of the open reading frame (ORF) in appropriate models,and the parallelism between analysis results and biology sense descended in inappropriate models. The proposed method presents universality for the two prokaryotes and the two eukaryotes.【Conclusion】 The analysis suggests that the error correction coding model of communication engineering can be used to analyze genetic sequences which contain error correction mechanism,and it provides instructions to use error correction coding theory for further study in biological field.
Key words:  error-correction coding  convolutional code  short-range dominance  codon

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