Data reduction of isotope-resolved LC-MS spectra

被引:20
作者
Du, Peicheng [1 ]
Sudha, Rajagopalan [1 ]
Prystowsky, Michael B. [1 ]
Angeletti, Ruth Hogue [1 ]
机构
[1] Albert Einstein Coll Med, Bronx, NY 10461 USA
关键词
D O I
10.1093/bioinformatics/btm083
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Data reduction of liquid chromatography-mass spectrometry (LC-MS) spectra can be a challenge due to the inherent complexity of biological samples, noise and non-flat baseline. We present a new algorithm, LCMS-2D, for reliable data reduction of LC-MS proteomics data. Results: LCMS-2D can reliably reduce LC-MS spectra with multiple scans to a list of elution peaks, and subsequently to a list of peptide masses. It is capable of noise removal, and deconvoluting peaks that overlap in m/z, in retention time, or both, by using a novel iterative peak-picking step, a 'rescue' step, and a modified variable selection method. LGMS-2D performs well with three sets of annotated LC-MS spectra, yielding results that are better than those from PepList, msInspect and the vendor software BioAnalyst.
引用
收藏
页码:1394 / 1400
页数:7
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