Metabolomic Analysis and Visualization Engine for LC-MS Data

被引:459
作者
Melamud, Eugene [1 ]
Vastag, Livia [1 ]
Rabinowitz, Joshua D. [1 ]
机构
[1] Carl Icahn Lab, Dept Chem & Integrat Genom, Princeton, NJ 08544 USA
基金
美国国家科学基金会;
关键词
MASS-SPECTROMETRY DATA; DISCOVERY; MZMINE;
D O I
10.1021/ac1021166
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Metabolomic analysis by liquid chromatography high-resolution mass spectrometry results in data sets with thousands of features arising from metabolites, fragments, isotopes, and adducts Here we describe a software package, Metabolomic Analysis and Visualization ENgine (MAVEN), designed for efficient interactive analysis of LC-MS data, including in the presence of isotope labeling The software contains tools for all aspects of the data analysis process, from feature extraction to pathway-based graphical data display To facilitate data validation, a machine learning algorithm automatically assesses peak quality Users interact with raw data primarily m the form of extracted ion chromatograms, which are displayed with overlaid circles indicating peak quality, and bar graphs of peak intensities for both unlabeled and isotope-labeled metabolite forms Click-based navigation leads to additional information, such as raw data for specific isotopic forms or for metabolites changing significantly between conditions Fast data processing algorithms result in nearly delay-free browsing Drop down menus provide tools for the overlay of data onto pathway maps These tools enable animating series of pathway graphs, e g, to show propagation of labeled forms through a metabolic network MAVEN is released under an open source license at http //maven princeton edu
引用
收藏
页码:9818 / 9826
页数:9
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