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一种基于分类判别分析改进的预测剪接位点序列的新算法。

A new algorithm for predicting splice site sequence based on an improvement of categorical discriminant analysis.

作者信息

Sirajuddin K, Nagashima T, Ono K

机构信息

Department of Computer Science and Systems Engineering, Muroran Institute of Technology 27-1, Japan.

出版信息

Comput Appl Biosci. 1995 Aug;11(4):349-59. doi: 10.1093/bioinformatics/11.4.349.

DOI:10.1093/bioinformatics/11.4.349
PMID:8521044
Abstract

The splicing signals which govern the excision of introns are not yet well explained, since actual splice site sequences are to some extent different from the generally accepted consensus sequences. While a quantification method (categorical discriminant analysis: CDA) has been proposed to analyze splice site signals, sample sequences lying in the overlapping region of sample scores are not discriminated well by CDA, thus limiting the predictive ability of this analytical technique. In this paper, we propose a method to improve the performance of CDA, which is applicable to the analysis of 5'-splice site signals in various mammalian genes. The proposed algorithm has revealed a distinct enhancement in the predicting ability compared to that of traditional CDA and could explain point mutations in the 5'-splice site region of rabbit beta-globin gene fairly well.

摘要

由于实际的剪接位点序列在一定程度上与普遍接受的共有序列不同,因此控制内含子切除的剪接信号尚未得到很好的解释。虽然已经提出了一种定量方法(分类判别分析:CDA)来分析剪接位点信号,但位于样本分数重叠区域的样本序列不能被CDA很好地区分,从而限制了这种分析技术的预测能力。在本文中,我们提出了一种提高CDA性能的方法,该方法适用于分析各种哺乳动物基因中的5'-剪接位点信号。与传统的CDA相比,所提出的算法在预测能力上有显著提高,并且能够很好地解释兔β-珠蛋白基因5'-剪接位点区域的点突变。

相似文献

1
A new algorithm for predicting splice site sequence based on an improvement of categorical discriminant analysis.一种基于分类判别分析改进的预测剪接位点序列的新算法。
Comput Appl Biosci. 1995 Aug;11(4):349-59. doi: 10.1093/bioinformatics/11.4.349.
2
Quantification analysis of 5'-splice signal sequences in mRNA precursors. Mutations in rabbit beta-globin gene.mRNA前体中5'-剪接信号序列的定量分析。兔β-珠蛋白基因中的突变。
Biochim Biophys Acta. 1989 Apr 12;1007(3):270-6. doi: 10.1016/0167-4781(89)90147-4.
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Quantification analysis of 5'-splice signal sequences in mRNA precursors. Mutations in 5'-splice signal sequence of human beta-globin gene and beta-thalassemia.
J Theor Biol. 1990 Aug 23;145(4):523-33. doi: 10.1016/s0022-5193(05)80486-2.
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Nucleotide sequence analysis of human beta-globin gene by the quantification method: mutations in 3'-splice junction sequence and beta-thalassemia.采用定量方法对人β-珠蛋白基因进行核苷酸序列分析:3'-剪接连接序列中的突变与β地中海贫血
J Biochem. 1990 Dec;108(6):934-7.
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Categorical discriminant analysis of 3'-splice site signals of mRNA precursors in higher eukaryote genes.
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Analysis of context of 5'-splice site sequences in mammalian mRNA precursors by subclass method.
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Quantification analysis of human alpha-globin gene. Mutation in 5'-splice junction sequence and alpha-thalassemia.人α-珠蛋白基因的定量分析。5'-剪接连接序列中的突变与α-地中海贫血
Nucleic Acids Symp Ser. 1990(22):37-8.
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DNA sequences and multivariate statistical analysis. Categorical discrimination approach to 5' splice site signals of mRNA precursors in higher eukaryotes' genes.DNA序列与多元统计分析。高等真核生物基因中mRNA前体5'剪接位点信号的分类判别方法。
Comput Appl Biosci. 1987 Jun;3(2):93-8. doi: 10.1093/bioinformatics/3.2.93.
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Quantification analysis of human delta-globin gene. Mutation in 5'-splice junction sequence and delta-thalassemia.人δ-珠蛋白基因的定量分析。5'-剪接连接序列中的突变与δ-地中海贫血
Nucleic Acids Symp Ser. 1991(25):157-8.
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Quantification analysis of splice signal sequences. Exon skipping in beta-globin gene of thalassemia.剪接信号序列的定量分析。地中海贫血β-珠蛋白基因中的外显子跳跃。
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Logitlinear models for the prediction of splice sites in plant pre-mRNA sequences.用于预测植物前体mRNA序列中剪接位点的对数线性模型。
Nucleic Acids Res. 1996 Dec 1;24(23):4709-18. doi: 10.1093/nar/24.23.4709.