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MZDASoft-A Software Architecture that Enables Large Scale Comparison of Protein Expression Levels over Multiple Samples Based on LC-MS/MS

机译:MZDASoft-A软件架构可基于LC-MS / MS对多个样品的蛋白质表达水平进行大规模比较

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摘要

RATIONALEWithout accurate peak linking/alignment, only the expression levels of a small percentage of proteins can be compared across multiple samples in Liquid-Chromatography Mass Spectrometry/Tandem Mass Spectrometry (LC-MS/MS) due to the selective nature of tandem MS peptide identification. This greatly hampers biomedical research that aims at finding biomarkers for disease diagnosis, treatment, and the understanding of disease mechanisms. A recent algorithm, PeakLink, has allowed the accurate linking of LC-MS peaks without tandem MS identifications to their corresponding ones with identifications across multiple samples collected from different instruments, tissues and labs, which greatly enhanced the ability of comparing proteins. However, PeakLink cannot be implemented practically for large number of samples based on existing software architectures, because it requires access to peak elution profiles from multiple LC-MS/MS samples simultaneously.
机译:合理的串联/对齐方式,由于串联MS肽段鉴定的选择性,液相色谱质谱法/串联质谱法(LC-MS / MS)中多个样品之间只能比较少量蛋白质的表达水平。这极大地阻碍了旨在寻找生物标记物以进行疾病诊断,治疗以及对疾病机理的理解的生物医学研究。最新的算法PeakLink已允许将没有串联MS鉴定的LC-MS峰准确地链接到其对应峰,并具有从不同仪器,组织和实验室收集的多个样品的鉴定结果,从而大大增强了比较蛋白质的能力。但是,由于需要同时访问多个LC-MS / MS样品的峰洗脱曲线,因此无法基于现有软件体系结构对大量样品实施PeakLink。

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