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Processing methods for signal suppression of FTMS data

BACKGROUND: Fourier Transform Mass Spectrometry coupled with Liquid Chromatography(LC-FTMS) has been widely used in proteomics. Past investigation has revealed that there exists an intensity dependent random suppression in peptide elution profiles in LC-FTMS data. The suppression is homogenous for t...

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Autores principales: Ma, Xuepo, Cui, Jian, Zhang, Jianqiu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3289080/
https://www.ncbi.nlm.nih.gov/pubmed/22166077
http://dx.doi.org/10.1186/1477-5956-9-S1-S2
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author Ma, Xuepo
Cui, Jian
Zhang, Jianqiu
author_facet Ma, Xuepo
Cui, Jian
Zhang, Jianqiu
author_sort Ma, Xuepo
collection PubMed
description BACKGROUND: Fourier Transform Mass Spectrometry coupled with Liquid Chromatography(LC-FTMS) has been widely used in proteomics. Past investigation has revealed that there exists an intensity dependent random suppression in peptide elution profiles in LC-FTMS data. The suppression is homogenous for the same peptide but non-homogenous for different peptides. The correction of suppressed profiles and an estimation on the range of suppression are necessary for accurate and reliable quantification using FTMS data. RESULTS: A software package, Gcorr, is presented. The software corrects peptide profiles that satisfy correction conditions, and it can predict fold change null distributions at different intensity levels. Subsequently, the significance P-values of measured fold changes can be estimated based on the predicted null distributions. We have used an 1:1 LC-FTMS label-free dataset pair collected based on the same sample to verify that our predicted null distributions conforms to that of the observed null distribution. CONCLUSIONS: This software is able to provide suppression correction for peptide profiles, suppression distribution analysis and peptide differential expression analysis in terms of its fold change significance. The software is freely available at http://compgenomics.utsa.edu/Suppression_Study.html.
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spelling pubmed-32890802012-02-29 Processing methods for signal suppression of FTMS data Ma, Xuepo Cui, Jian Zhang, Jianqiu Proteome Sci Proceedings BACKGROUND: Fourier Transform Mass Spectrometry coupled with Liquid Chromatography(LC-FTMS) has been widely used in proteomics. Past investigation has revealed that there exists an intensity dependent random suppression in peptide elution profiles in LC-FTMS data. The suppression is homogenous for the same peptide but non-homogenous for different peptides. The correction of suppressed profiles and an estimation on the range of suppression are necessary for accurate and reliable quantification using FTMS data. RESULTS: A software package, Gcorr, is presented. The software corrects peptide profiles that satisfy correction conditions, and it can predict fold change null distributions at different intensity levels. Subsequently, the significance P-values of measured fold changes can be estimated based on the predicted null distributions. We have used an 1:1 LC-FTMS label-free dataset pair collected based on the same sample to verify that our predicted null distributions conforms to that of the observed null distribution. CONCLUSIONS: This software is able to provide suppression correction for peptide profiles, suppression distribution analysis and peptide differential expression analysis in terms of its fold change significance. The software is freely available at http://compgenomics.utsa.edu/Suppression_Study.html. BioMed Central 2011-10-14 /pmc/articles/PMC3289080/ /pubmed/22166077 http://dx.doi.org/10.1186/1477-5956-9-S1-S2 Text en Copyright ©2011 Ma 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 Proceedings
Ma, Xuepo
Cui, Jian
Zhang, Jianqiu
Processing methods for signal suppression of FTMS data
title Processing methods for signal suppression of FTMS data
title_full Processing methods for signal suppression of FTMS data
title_fullStr Processing methods for signal suppression of FTMS data
title_full_unstemmed Processing methods for signal suppression of FTMS data
title_short Processing methods for signal suppression of FTMS data
title_sort processing methods for signal suppression of ftms data
topic Proceedings
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3289080/
https://www.ncbi.nlm.nih.gov/pubmed/22166077
http://dx.doi.org/10.1186/1477-5956-9-S1-S2
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