A new scoring function for top-down spectral deconvolution

BMC Genomics. 2014 Dec 18;15(1):1140. doi: 10.1186/1471-2164-15-1140.

Abstract

Background: Top-down mass spectrometry plays an important role in intact protein identification and characterization. Top-down mass spectra are more complex than bottom-up mass spectra because they often contain many isotopomer envelopes from highly charged ions, which may overlap with one another. As a result, spectral deconvolution, which converts a complex top-down mass spectrum into a monoisotopic mass list, is a key step in top-down spectral interpretation.

Results: In this paper, we propose a new scoring function, L-score, for evaluating isotopomer envelopes. By combining L-score with MS-Deconv, a new software tool, MS-Deconv+, was developed for top-down spectral deconvolution. Experimental results showed that MS-Deconv+ outperformed existing software tools in top-down spectral deconvolution.

Conclusions: L-score shows high discriminative ability in identification of isotopomer envelopes. Using L-score, MS-Deconv+ reports many correct monoisotopic masses missed by other software tools, which are valuable for proteoform identification and characterization.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms
  • Bacterial Proteins / analysis
  • Bacterial Proteins / isolation & purification
  • Chromatography, High Pressure Liquid
  • Escherichia coli / genetics
  • Escherichia coli / metabolism
  • Logistic Models
  • Mass Spectrometry*
  • Models, Theoretical
  • Molecular Weight
  • Proteins / analysis*
  • ROC Curve
  • Salmonella typhimurium / genetics
  • Salmonella typhimurium / metabolism
  • Software

Substances

  • Bacterial Proteins
  • Proteins