Data reduction of isotope-resolved LC-MS spectra
Open Access
- 11 May 2007
- journal article
- research article
- Published by Oxford University Press (OUP) in Bioinformatics
- Vol. 23 (11) , 1394-1400
- https://doi.org/10.1093/bioinformatics/btm083
Abstract
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. LCMS-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. Availability: The software LCMS-2D is available under the GNU general public license from http://www.bioc.aecom.yu.edu/labs/angellab/as a standalone C program running on LINUX. Contact: pdu@us.ibm.comKeywords
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