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Data Analysis Tool for Comprehensive Two-Dimensional Gas Chromatography/Time-of-Flight Mass Spectrometry

机译:用于全面二维气相色谱/飞行时间质谱的数据分析工具

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摘要

Data processing and identification of unknown compounds in comprehensive two-dimensional gas chromatography combined with time-of-flight mass spectrometry (GC X GC/TOFMS) analysis is a major challenge, particularly when large sample sets are analyzed. Herein, we present a method for efficient treatment of large data sets produced by GC X GC/TOFMS implemented as a freely available open source software package, Guineu. To handle large data sets and to efficiently utilize all the features available in the vendor software (baseline correction, mass spectral deconvolution, peak picking, integration, library search, and signal-to-noise filtering), data preprocessed by instrument software are used as a starting point for further processing. Our software affords alignment of the data, normalization, data filtering, and utilization of retention indexes in the verification of identification as well as a novel tool for automated group-type identification of the compounds. Herein, different features of the software are studied in detail and the performance of the system is verified by the analysis of a large set of standard samples as well as of a large set of authentic biological samples, including the control samples. The quantitative features of our GC X GC/TOFMS methodology are also studied to further demonstrate the method performance and the experimental results confirm the reliability of the developed procedure. The methodology has already been successfully used for the analysis of several thousand samples in the field of metabolomics.
机译:全面的二维气相色谱与飞行时间质谱(GC X GC / TOFMS)分析相结合的数据处理和未知化合物的鉴定是一项重大挑战,尤其是在分析大型样品时。在这里,我们介绍了一种有效处理由GC X GC / TOFMS生成的大数据集的方法,该方法以可免费获得的开源软件包Guineu的形式实现。为了处理大型数据集并有效利用供应商软件中的所有功能(基线校正,质谱解卷积,峰选择,积分,库搜索和信噪比过滤),仪器软件将预处理的数据用作进一步处理的起点。我们的软件可提供数据对齐,标准化,数据过滤和保留指数的利用,可用于鉴定鉴定,以及可自动进行化合物的组类型鉴定的新颖工具。在此,将详细研究软件的不同功能,并通过分析大量标准样品以及包括对照样品在内的大量真实生物样品来验证系统的性能。我们还研究了我们的GC X GC / TOFMS方法的定量特征,以进一步证明该方法的性能,实验结果证实了所开发方法的可靠性。该方法已成功用于代谢组学领域的数千个样品的分析。

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