Literature DB >> 16955515

Cleaning of raw peptide MS/MS spectra: improved protein identification following deconvolution of multiply charged peaks, isotope clusters, and removal of background noise.

Nedim Mujezinovic1, Günther Raidl, James R A Hutchins, Jan-Michael Peters, Karl Mechtler, Frank Eisenhaber.   

Abstract

The dominant ions in MS/MS spectra of peptides, which have been fragmented by low-energy CID, are often b-, y-ions and their derivatives resulting from the cleavage of the peptide bonds. However, MS/MS spectra typically contain many more peaks. These can result not only from isotope variants and multiply charged replicates of the peptide fragmentation products but also from unknown fragmentation pathways, sample-specific or systematic chemical contaminations or from noise generated by the electronic detection system. The presence of this background complicates spectrum interpretation. Besides dramatically prolonged computation time, it can lead to incorrect protein identification, especially in the case of de novo sequencing algorithms. Here, we present an algorithm for detection and transformation of multiply charged peaks into singly charged monoisotopic peaks, removal of heavy isotope replicates, and random noise. A quantitative criterion for the recognition of some noninterpretable spectra has been derived as a byproduct. The approach is based on numerical spectral analysis and signal detection methods. The algorithm has been implemented in a stand-alone computer program called MS Cleaner that can be obtained from the authors upon request.

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Year:  2006        PMID: 16955515     DOI: 10.1002/pmic.200500928

Source DB:  PubMed          Journal:  Proteomics        ISSN: 1615-9853            Impact factor:   3.984


  11 in total

1.  Evidence for sequence scrambling in collision-induced dissociation of y-type fragment ions.

Authors:  Mahsan Miladi; Brett Harper; Touradj Solouki
Journal:  J Am Soc Mass Spectrom       Date:  2013-08-28       Impact factor: 3.109

2.  An Out-of-Core GPU based dimensionality reduction algorithm for Big Mass Spectrometry Data and its application in bottom-up Proteomics.

Authors:  Muaaz Gul Awan; Fahad Saeed
Journal:  ACM BCB       Date:  2017-08

Review 3.  A survey of computational methods and error rate estimation procedures for peptide and protein identification in shotgun proteomics.

Authors:  Alexey I Nesvizhskii
Journal:  J Proteomics       Date:  2010-09-08       Impact factor: 4.044

4.  ETISEQ--an algorithm for automated elution time ion sequencing of concurrently fragmented peptides for mass spectrometry-based proteomics.

Authors:  Jason W H Wong; Alexander B Schwahn; Kevin M Downard
Journal:  BMC Bioinformatics       Date:  2009-08-10       Impact factor: 3.169

5.  Reducing the haystack to find the needle: improved protein identification after fast elimination of non-interpretable peptide MS/MS spectra and noise reduction.

Authors:  Nedim Mujezinovic; Georg Schneider; Michael Wildpaner; Karl Mechtler; Frank Eisenhaber
Journal:  BMC Genomics       Date:  2010-02-10       Impact factor: 3.969

6.  Improved sequence tag generation method for peptide identification in tandem mass spectrometry.

Authors:  Xia Cao; Alexey I Nesvizhskii
Journal:  J Proteome Res       Date:  2008-09-12       Impact factor: 4.466

7.  Software Options for the Analysis of MS-Proteomic Data.

Authors:  Avinash Yadav; Federica Marini; Alessandro Cuomo; Tiziana Bonaldi
Journal:  Methods Mol Biol       Date:  2021

8.  Peptide de novo sequencing of mixture tandem mass spectra.

Authors:  Vladimir Gorshkov; Stéphanie Yuki Kolbeck Hotta; Thiago Verano-Braga; Frank Kjeldsen
Journal:  Proteomics       Date:  2016-08-05       Impact factor: 3.984

9.  A novel approach to denoising ion trap tandem mass spectra.

Authors:  Jiarui Ding; Jinhong Shi; Guy G Poirier; Fang-Xiang Wu
Journal:  Proteome Sci       Date:  2009-03-17       Impact factor: 2.480

10.  Efficient Sustainable Tool for Monitoring Chemical Reactions and Structure Determination in Ionic Liquids by ESI-MS.

Authors:  Levon L Khemchyan; Elena A Khokhlova; Marina M Seitkalieva; Valentine P Ananikov
Journal:  ChemistryOpen       Date:  2013-07-26       Impact factor: 2.911

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