Literature DB >> 14616016

A universal denoising and peak picking algorithm for LC-MS based on matched filtration in the chromatographic time domain.

Victor P Andreev1, Tomas Rejtar, Hsuan-Shen Chen, Eugene V Moskovets, Alexander R Ivanov, Barry L Karger.   

Abstract

A new denoising and peak picking algorithm (MEND, matched filtration with experimental noise determination) for analysis of LC-MS data is described. The algorithm minimizes both random and chemical noise in order to determine MS peaks corresponding to sample components. Noise characteristics in the data set are experimentally determined and used for efficient denoising. MEND is shown to enable low-intensity peaks to be detected, thus providing additional useful information for sample analysis. The process of denoising, performed in the chromatographic time domain, does not distort peak shapes in the m/z domain, allowing accurate determination of MS peak centroids, including low-intensity peaks. MEND has been applied to denoising of LC-MALDI-TOF-MS and LC-ESI-TOF-MS data for tryptic digests of protein mixtures. MEND is shown to suppress chemical and random noise and baseline fluctuations, as well as filter out false peaks originating from the matrix (MALDI) or mobile phase (ESI). In addition, MEND is shown to be effective for protein expression analysis by allowing selection of a large number of differentially expressed ICAT pairs, due to increased signal-to-noise ratio and mass accuracy.

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Mesh:

Year:  2003        PMID: 14616016     DOI: 10.1021/ac0301806

Source DB:  PubMed          Journal:  Anal Chem        ISSN: 0003-2700            Impact factor:   6.986


  22 in total

1.  Deconvolution filters to enhance resolution of dense time-of-flight survey spectra in the time-lag optimization range.

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2.  Nonlinear data alignment for UPLC-MS and HPLC-MS based metabolomics: quantitative analysis of endogenous and exogenous metabolites in human serum.

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Review 3.  Accurate mass measurements in proteomics.

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Journal:  Chem Rev       Date:  2007-07-25       Impact factor: 60.622

4.  A signal filtering method for improved quantification and noise discrimination in fourier transform ion cyclotron resonance mass spectrometry-based metabolomics data.

Authors:  Tristan G Payne; Andrew D Southam; Theodoros N Arvanitis; Mark R Viant
Journal:  J Am Soc Mass Spectrom       Date:  2009-02-07       Impact factor: 3.109

5.  Wavelet-based method for time-domain noise analysis and reduction in a frequency-scan ion trap mass spectrometer.

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Journal:  J Am Soc Mass Spectrom       Date:  2012-08-21       Impact factor: 3.109

Review 6.  Recent applications of chemometrics in one- and two-dimensional chromatography.

Authors:  Tijmen S Bos; Wouter C Knol; Stef R A Molenaar; Leon E Niezen; Peter J Schoenmakers; Govert W Somsen; Bob W J Pirok
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7.  Xlink-identifier: an automated data analysis platform for confident identifications of chemically cross-linked peptides using tandem mass spectrometry.

Authors:  Xiuxia Du; Saiful M Chowdhury; Nathan P Manes; Si Wu; M Uljana Mayer; Joshua N Adkins; Gordon A Anderson; Richard D Smith
Journal:  J Proteome Res       Date:  2011-02-16       Impact factor: 4.466

Review 8.  Quantitative analysis of glycerophospholipids by LC-MS: acquisition, data handling, and interpretation.

Authors:  David S Myers; Pavlina T Ivanova; Stephen B Milne; H Alex Brown
Journal:  Biochim Biophys Acta       Date:  2011-06-12

9.  Review of peak detection algorithms in liquid-chromatography-mass spectrometry.

Authors:  Jianqiu Zhang; Elias Gonzalez; Travis Hestilow; William Haskins; Yufei Huang
Journal:  Curr Genomics       Date:  2009-09       Impact factor: 2.236

10.  Improved label-free LC-MS analysis by wavelet-based noise rejection.

Authors:  Salvatore Cappadona; Paolo Nanni; Marco Benevento; Fredrik Levander; Piera Versura; Aldo Roda; Sergio Cerutti; Linda Pattini
Journal:  J Biomed Biotechnol       Date:  2010-01-28
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