Literature DB >> 16953879

A database application for pre-processing, storage and comparison of mass spectra derived from patients and controls.

Mark K Titulaer1, Ivar Siccama, Lennard J Dekker, Angelique L C T van Rijswijk, Ron M A Heeren, Peter A Sillevis Smitt, Theo M Luider.   

Abstract

BACKGROUND: Statistical comparison of peptide profiles in biomarker discovery requires fast, user-friendly software for high throughput data analysis. Important features are flexibility in changing input variables and statistical analysis of peptides that are differentially expressed between patient and control groups. In addition, integration the mass spectrometry data with the results of other experiments, such as microarray analysis, and information from other databases requires a central storage of the profile matrix, where protein id's can be added to peptide masses of interest.
RESULTS: A new database application is presented, to detect and identify significantly differentially expressed peptides in peptide profiles obtained from body fluids of patient and control groups. The presented modular software is capable of central storage of mass spectra and results in fast analysis. The software architecture consists of 4 pillars, 1) a Graphical User Interface written in Java, 2) a MySQL database, which contains all metadata, such as experiment numbers and sample codes, 3) a FTP (File Transport Protocol) server to store all raw mass spectrometry files and processed data, and 4) the software package R, which is used for modular statistical calculations, such as the Wilcoxon-Mann-Whitney rank sum test. Statistic analysis by the Wilcoxon-Mann-Whitney test in R demonstrates that peptide-profiles of two patient groups 1) breast cancer patients with leptomeningeal metastases and 2) prostate cancer patients in end stage disease can be distinguished from those of control groups.
CONCLUSION: The database application is capable to distinguish patient Matrix Assisted Laser Desorption Ionization (MALDI-TOF) peptide profiles from control groups using large size datasets. The modular architecture of the application makes it possible to adapt the application to handle also large sized data from MS/MS- and Fourier Transform Ion Cyclotron Resonance (FT-ICR) mass spectrometry experiments. It is expected that the higher resolution and mass accuracy of the FT-ICR mass spectrometry prevents the clustering of peaks of different peptides and allows the identification of differentially expressed proteins from the peptide profiles.

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Year:  2006        PMID: 16953879      PMCID: PMC1594579          DOI: 10.1186/1471-2105-7-403

Source DB:  PubMed          Journal:  BMC Bioinformatics        ISSN: 1471-2105            Impact factor:   3.169


  9 in total

1.  Automated reduction and interpretation of high resolution electrospray mass spectra of large molecules.

Authors:  D M Horn; R A Zubarev; F W McLafferty
Journal:  J Am Soc Mass Spectrom       Date:  2000-04       Impact factor: 3.109

2.  Preprocessing of tandem mass spectrometric data to support automatic protein identification.

Authors:  Marc Gentzel; Thomas Köcher; Saravanan Ponnusamy; Matthias Wilm
Journal:  Proteomics       Date:  2003-08       Impact factor: 3.984

3.  A new method to analyze matrix-assisted laser desorption/ionization time-of-flight peptide profiling mass spectra.

Authors:  Lennard J Dekker; Johannes C Dalebout; Ivar Siccama; Guido Jenster; Peter A Sillevis Smitt; Theo M Luider
Journal:  Rapid Commun Mass Spectrom       Date:  2005       Impact factor: 2.419

4.  SpecAlign--processing and alignment of mass spectra datasets.

Authors:  Jason W H Wong; Gerard Cagney; Hugh M Cartwright
Journal:  Bioinformatics       Date:  2005-02-02       Impact factor: 6.937

5.  Algorithms for alignment of mass spectrometry proteomic data.

Authors:  Neal Jeffries
Journal:  Bioinformatics       Date:  2005-05-06       Impact factor: 6.937

6.  Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry analysis of proteins in human cerebrospinal fluid.

Authors:  A Westman; C L Nilsson; R Ekman
Journal:  Rapid Commun Mass Spectrom       Date:  1998       Impact factor: 2.419

7.  MALDI-TOF mass spectrometry analysis of cerebrospinal fluid tryptic peptide profiles to diagnose leptomeningeal metastases in patients with breast cancer.

Authors:  Lennard J Dekker; Willem Boogerd; Guenther Stockhammer; Johannes C Dalebout; Ivar Siccama; Pingpin Zheng; Johannes M Bonfrer; Jan J Verschuuren; Guido Jenster; Marcel M Verbeek; Theo M Luider; Peter A Sillevis Smitt
Journal:  Mol Cell Proteomics       Date:  2005-06-21       Impact factor: 5.911

8.  Quantitative proteomic analysis of age-related changes in human cerebrospinal fluid.

Authors:  Jing Zhang; David R Goodlett; Elaine R Peskind; Joseph F Quinn; Yong Zhou; Qin Wang; Catherine Pan; Eugene Yi; Jimmy Eng; Ruedi H Aebersold; Thomas J Montine
Journal:  Neurobiol Aging       Date:  2005-02       Impact factor: 4.673

9.  Characterising phase variations in MALDI-TOF data and correcting them by peak alignment.

Authors:  Simon M Lin; Richard P Haney; Michael J Campa; Michael C Fitzgerald; Edward F Patz
Journal:  Cancer Inform       Date:  2005
  9 in total
  7 in total

1.  Label-free peptide profiling of Orbitrap™ full mass spectra.

Authors:  Mark K Titulaer; Dominique de Costa; Christoph Stingl; Lennard J Dekker; Peter Ae Sillevis Smitt; Theo M Luider
Journal:  BMC Res Notes       Date:  2011-01-27

2.  Detection and significance of serum protein markers of small-cell lung cancer.

Authors:  Mingyong Han; Qi Liu; Jiekai Yu; Shu Zheng
Journal:  J Clin Lab Anal       Date:  2008       Impact factor: 2.352

Review 3.  Current advances in systems and integrative biology.

Authors:  Scott W Robinson; Marco Fernandes; Holger Husi
Journal:  Comput Struct Biotechnol J       Date:  2014-08-27       Impact factor: 7.271

4.  BioSunMS: a plug-in-based software for the management of patients information and the analysis of peptide profiles from mass spectrometry.

Authors:  Yuan Cao; Na Wang; Xiaomin Ying; Ailing Li; Hengsha Wang; Xuemin Zhang; Wuju Li
Journal:  BMC Med Inform Decis Mak       Date:  2009-02-17       Impact factor: 2.796

5.  Small hydrophobic protein of human metapneumovirus does not affect virus replication and host gene expression in vitro.

Authors:  Miranda de Graaf; Sander Herfst; Jamil Aarbiou; Peter C Burgers; Fatiha Zaaraoui-Boutahar; Maarten Bijl; Wilfred van Ijcken; Eefje J A Schrauwen; Albert D M E Osterhaus; Theo M Luider; Bob J Scholte; Ron A M Fouchier; Arno C Andeweg
Journal:  PLoS One       Date:  2013-03-06       Impact factor: 3.240

6.  A software application for comparing large numbers of high resolution MALDI-FTICR MS spectra demonstrated by searching candidate biomarkers for glioma blood vessel formation.

Authors:  Mark K Titulaer; Dana A N Mustafa; Ivar Siccama; Marco Konijnenburg; Peter C Burgers; Arno C Andeweg; Peter A E Sillevis Smitt; Johan M Kros; Theo M Luider
Journal:  BMC Bioinformatics       Date:  2008-03-01       Impact factor: 3.169

7.  Candidate biomarker discovery for angiogenesis by automatic integration of Orbitrap MS1 spectral- and X!Tandem MS2 sequencing information.

Authors:  Mark K Titulaer
Journal:  Genomics Proteomics Bioinformatics       Date:  2013-04-02       Impact factor: 7.691

  7 in total

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