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

BACKGROUND: Tandem mass spectrometry (MS/MS) has become a standard method for identification of proteins extracted from biological samples but the huge number and the noise contamination of MS/MS spectra obstruct swift and reliable computer-aided interpretation. Typically, a minor fraction of the sp...

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Detalles Bibliográficos
Autores principales: Mujezinovic, Nedim, Schneider, Georg, Wildpaner, Michael, Mechtler, Karl, Eisenhaber, Frank
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2822527/
https://www.ncbi.nlm.nih.gov/pubmed/20158870
http://dx.doi.org/10.1186/1471-2164-11-S1-S13
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author Mujezinovic, Nedim
Schneider, Georg
Wildpaner, Michael
Mechtler, Karl
Eisenhaber, Frank
author_facet Mujezinovic, Nedim
Schneider, Georg
Wildpaner, Michael
Mechtler, Karl
Eisenhaber, Frank
author_sort Mujezinovic, Nedim
collection PubMed
description BACKGROUND: Tandem mass spectrometry (MS/MS) has become a standard method for identification of proteins extracted from biological samples but the huge number and the noise contamination of MS/MS spectra obstruct swift and reliable computer-aided interpretation. Typically, a minor fraction of the spectra per sample (most often, only a few %) and about 10% of the peaks per spectrum contribute to the final result if protein identification is not prevented by the noise at all. RESULTS: Two fast preprocessing screens can substantially reduce the haystack of MS/MS data. (1) Simple sequence ladder rules remove spectra non-interpretable in peptide sequences. (2) Modified Fourier-transform-based criteria clear background in the remaining data. In average, only a remainder of 35% of the MS/MS spectra (each reduced in size by about one quarter) has to be handed over to the interpretation software for reliable protein identification essentially without loss of information, with a trend to improved sequence coverage and with proportional decrease of computer resource consumption. CONCLUSIONS: The search for sequence ladders in tandem MS/MS spectra with subsequent noise suppression is a promising strategy to reduce the number of MS/MS spectra from electro-spray instruments and to enhance the reliability of protein matches. Supplementary material and the software are available from an accompanying WWW-site with the URL http://mendel.bii.a-star.edu.sg/mass-spectrometry/MSCleaner-2.0/.
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spelling pubmed-28225272010-02-17 Reducing the haystack to find the needle: improved protein identification after fast elimination of non-interpretable peptide MS/MS spectra and noise reduction Mujezinovic, Nedim Schneider, Georg Wildpaner, Michael Mechtler, Karl Eisenhaber, Frank BMC Genomics Research BACKGROUND: Tandem mass spectrometry (MS/MS) has become a standard method for identification of proteins extracted from biological samples but the huge number and the noise contamination of MS/MS spectra obstruct swift and reliable computer-aided interpretation. Typically, a minor fraction of the spectra per sample (most often, only a few %) and about 10% of the peaks per spectrum contribute to the final result if protein identification is not prevented by the noise at all. RESULTS: Two fast preprocessing screens can substantially reduce the haystack of MS/MS data. (1) Simple sequence ladder rules remove spectra non-interpretable in peptide sequences. (2) Modified Fourier-transform-based criteria clear background in the remaining data. In average, only a remainder of 35% of the MS/MS spectra (each reduced in size by about one quarter) has to be handed over to the interpretation software for reliable protein identification essentially without loss of information, with a trend to improved sequence coverage and with proportional decrease of computer resource consumption. CONCLUSIONS: The search for sequence ladders in tandem MS/MS spectra with subsequent noise suppression is a promising strategy to reduce the number of MS/MS spectra from electro-spray instruments and to enhance the reliability of protein matches. Supplementary material and the software are available from an accompanying WWW-site with the URL http://mendel.bii.a-star.edu.sg/mass-spectrometry/MSCleaner-2.0/. BioMed Central 2010-02-10 /pmc/articles/PMC2822527/ /pubmed/20158870 http://dx.doi.org/10.1186/1471-2164-11-S1-S13 Text en Copyright ©2010 Mujezinovic et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Mujezinovic, Nedim
Schneider, Georg
Wildpaner, Michael
Mechtler, Karl
Eisenhaber, Frank
Reducing the haystack to find the needle: improved protein identification after fast elimination of non-interpretable peptide MS/MS spectra and noise reduction
title Reducing the haystack to find the needle: improved protein identification after fast elimination of non-interpretable peptide MS/MS spectra and noise reduction
title_full Reducing the haystack to find the needle: improved protein identification after fast elimination of non-interpretable peptide MS/MS spectra and noise reduction
title_fullStr Reducing the haystack to find the needle: improved protein identification after fast elimination of non-interpretable peptide MS/MS spectra and noise reduction
title_full_unstemmed Reducing the haystack to find the needle: improved protein identification after fast elimination of non-interpretable peptide MS/MS spectra and noise reduction
title_short Reducing the haystack to find the needle: improved protein identification after fast elimination of non-interpretable peptide MS/MS spectra and noise reduction
title_sort reducing the haystack to find the needle: improved protein identification after fast elimination of non-interpretable peptide ms/ms spectra and noise reduction
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2822527/
https://www.ncbi.nlm.nih.gov/pubmed/20158870
http://dx.doi.org/10.1186/1471-2164-11-S1-S13
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