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通过基因组序列的傅里叶分析预测可能的基因。

Prediction of probable genes by Fourier analysis of genomic sequences.

作者信息

Tiwari S, Ramachandran S, Bhattacharya A, Bhattacharya S, Ramaswamy R

机构信息

School of Physical Sciences, Jawaharlal Nehru University, New Delhi, India.

出版信息

Comput Appl Biosci. 1997 Jun;13(3):263-70. doi: 10.1093/bioinformatics/13.3.263.

Abstract

MOTIVATION

The major signal in coding regions of genomic sequences is a three-base periodicity. Our aim is to use Fourier techniques to analyse this periodicity, and thereby to develop a tool to recognize coding regions in genomic DNA.

RESULT

The three-base periodicity in the nucleotide arrangement is evidenced as a sharp peak at frequency f = 1/3 in the Fourier (or power) spectrum. From extensive spectral analysis of DNA sequences of total length over 5.5 million base pairs from a wide variety or organisms (including the human genome), and by separately examining coding and non-coding sequences, we find that the relative-height of the peak at f = 1/3 in the Fourier spectrum is a good discriminator of coding potential. This feature is utilized by us to detect probable coding regions in DNA sequences, by examining the local signal-to-noise ratio of the peak within a sliding window. While the overall accuracy is comparable to that of other techniques currently in use, the measure that is presently proposed is independent of training sets or existing database information, and can thus find general application.

AVAILABILITY

A computer program GeneScan which locates coding open reading frames and exonic regions in genomic sequences has been developed, and is available on request.

摘要

动机

基因组序列编码区域中的主要信号是一种三碱基周期性。我们的目标是使用傅里叶技术来分析这种周期性,从而开发一种识别基因组DNA中编码区域的工具。

结果

核苷酸排列中的三碱基周期性在傅里叶(或功率)谱中表现为频率f = 1/3处的一个尖锐峰值。通过对来自多种生物(包括人类基因组)的总长超过550万个碱基对的DNA序列进行广泛的频谱分析,并分别检查编码和非编码序列,我们发现傅里叶谱中f = 1/3处峰值的相对高度是编码潜力的一个良好判别指标。我们利用这一特征,通过检查滑动窗口内峰值的局部信噪比来检测DNA序列中可能的编码区域。虽然总体准确率与目前使用的其他技术相当,但目前提出的方法独立于训练集或现有数据库信息,因此可以广泛应用。

可用性

已开发出一个名为GeneScan的计算机程序,它可以定位基因组序列中的编码开放阅读框和外显子区域,可根据要求提供。

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