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首页> 外文期刊>Computers in Biology and Medicine >Application of dual tree complex wavelet transform in tandem mass spectrometry
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Application of dual tree complex wavelet transform in tandem mass spectrometry

机译:双树复小波变换在串联质谱中的应用

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Mass Spectrometry (MS) is a widely used technique in molecular biology for high throughput identification and sequencing of peptides (and proteins). Tandem mass spectrometry (MS/MS) is a specialised mass spectrometry technique whereby the sequence of peptides can be determined. Preprocessing of the MS/MS data is indispensable before performing any statistical analysis on the data. In this work, preprocessing of MS/MS data is proposed based on the Dual Tree Complex Wavelet Transform (DTCWT) using almost symmetric Hilbert pair of wavelets. After the preprocessing step, the identification of peptides is done using the database search approach. The performance of the proposed preprocessing technique is evaluated by comparing its performance against Discrete Wavelet Transform (DWT) and Stationary Wavelet Transform (SWT). The preprocessing performed using DTCWT identified more peptides compared to DWT and SWT. (C) 2015 Elsevier Ltd. All rights reserved.
机译:质谱(MS)是分子生物学中广泛使用的技术,用于高通量鉴定和测序肽(和蛋白质)。串联质谱(MS / MS)是一种专门的质谱技术,可确定肽的序列。在对数据执行任何统计分析之前,对MS / MS数据进行预处理是必不可少的。在这项工作中,基于双树复小波变换(DTCWT),使用几乎对称的希尔伯特小波对,提出了MS / MS数据的预处理方法。在预处理步骤之后,使用数据库搜索方法进行肽的鉴定。通过比较离散离散小波变换(DWT)和固定小波变换(SWT)的性能来评估所提出的预处理技术的性能。与DWT和SWT相比,使用DTCWT进行的预处理识别出更多的肽。 (C)2015 Elsevier Ltd.保留所有权利。

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