A computational platform for MALDI-TOF mass spectrometry data: application to serum and plasma samples

J Proteomics. 2010 Jan 3;73(3):562-70. doi: 10.1016/j.jprot.2009.11.004. Epub 2009 Nov 13.

Abstract

Background: Mass spectrometry (MS) is becoming the gold standard for biomarker discovery. Several MS-based bioinformatics methods have been proposed for this application, but the divergence of the findings by different research groups on the same MS data suggests that the definition of a reliable method has not been achieved yet. In this work, we propose an integrated software platform, MASCAP, intended for comparative biomarker detection from MALDI-TOF MS data.

Results: MASCAP integrates denoising and feature extraction algorithms, which have already shown to provide consistent peaks across mass spectra; furthermore, it relies on statistical analysis and graphical tools to compare the results between groups. The effectiveness in mass spectrum processing is demonstrated using MALDI-TOF data, as well as SELDI-TOF data. The usefulness in detecting potential protein biomarkers is shown comparing MALDI-TOF mass spectra collected from serum and plasma samples belonging to the same clinical population.

Conclusions: The analysis approach implemented in MASCAP may simplify biomarker detection, by assisting the recognition of proteomic expression signatures of the disease. A MATLAB implementation of the software and the data used for its validation are available at http://www.unich.it/proteomica/bioinf.

Publication types

  • Research Support, Non-U.S. Gov't
  • Validation Study

MeSH terms

  • Algorithms
  • Autoimmune Diseases / blood
  • Autoimmune Diseases / metabolism
  • Biomarkers / analysis
  • Biomarkers / blood
  • Biomarkers / metabolism
  • Blood Chemical Analysis / methods
  • Blood Chemical Analysis / statistics & numerical data*
  • Blood Proteins / analysis
  • Blood Proteins / metabolism
  • Cluster Analysis
  • Computational Biology / methods*
  • Data Interpretation, Statistical
  • Humans
  • Plasma / chemistry*
  • Plasma / metabolism
  • Serum / chemistry*
  • Serum / metabolism
  • Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization / methods*

Substances

  • Biomarkers
  • Blood Proteins