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LIMPIC: a computational method for the separation of protein MALDI-TOF-MS signals from noise

机译:LIMPIC:一种将蛋白质MALDI-TOF-MS信号与噪声分离的计算方法

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摘要

BackgroundMass spectrometry protein profiling is a promising tool for biomarker discovery in clinical proteomics. However, the development of a reliable approach for the separation of protein signals from noise is required. In this paper, LIMPIC, a computational method for the detection of protein peaks from linear-mode MALDI-TOF data is proposed. LIMPIC is based on novel techniques for background noise reduction and baseline removal. Peak detection is performed considering the presence of a non-homogeneous noise level in the mass spectrum. A comparison of the peaks collected from multiple spectra is used to classify them on the basis of a detection rate parameter, and hence to separate the protein signals from other disturbances.
机译:背景技术质谱分析蛋白质谱是用于临床蛋白质组学中生物标志物发现的有前途的工具。但是,需要开发一种从蛋白质中分离蛋白质信号的可靠方法。本文提出了一种LIMPIC,一种从线性模式MALDI-TOF数据中检测蛋白质峰的计算方法。 LIMPIC基于减少背景噪声和去除基线的新颖技术。考虑质谱中存在非均匀噪声水平,执行峰值检测。从多个光谱中收集的峰的比较用于根据检测速率参数对它们进行分类,从而将蛋白质信号与其他干扰区分开。

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