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Prediction of protein coding regions in DNA sequences using signal processing methods

机译:使用信号处理方法预测DNA序列中的蛋白质编码区

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Identification of protein-coding regions in Deoxyribonucleic Acid (DNA) sequences because of their 3-base periodicity has been a challenging issue in bioinformatics. Many DSP (Digital Signal Processing) techniques have been applied for identification task and concentrated on assigning numerical values to the symbolic DNA sequence and then applying spectral analysis tools such as the short-time discrete Fourier transform (ST-DFT) to locate periodicity components. In this paper, we investigate the location of exons in DNA strand using directly the DFT approach. By using this method, we see that background noise in the period-3 DNA spectrum has been present. In order to eliminate this noise and for improve the quality of detection, we use an efficient algorithm based on notch filter. Simulation results represent that by using this simple algorithm, the exon location in DNA sequence can be detected as well as possible and the background noise is removes. In this paper, we have also developed a useful user friendly package to analyze DNA sequences.
机译:由于脱氧核糖核酸(DNA)序列具有3个碱基的周期性,因此鉴定蛋白质编码区一直是生物信息学中的一个难题。许多DSP(数字信号处理)技术已应用于识别任务,并专注于为符号DNA序列分配数值,然后应用诸如短时离散傅立叶变换(ST-DFT)之类的频谱分析工具来定位周期性分量。在本文中,我们直接使用DFT方法研究了DNA链中外显子的位置。通过使用这种方法,我们可以看到在期间3 DNA光谱中存在背景噪声。为了消除这种噪声并提高检测质量,我们使用了基于陷波滤波器的高效算法。仿真结果表明,通过使用这种简单算法,可以尽可能地检测DNA序列中的外显子位置,并消除了背景噪声。在本文中,我们还开发了有用的用户友好程序包来分析DNA序列。

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