Production of reliable MALDI spectra with quality threshold clustering of replicates

Matthew T. Olson, Jonathan A. Epstein, Dan L. Sackett, Alfred L. Yergey

Research output: Contribution to journalArticle

Abstract

We present the first application of the quality threshold (QT) clustering algorithm to mass spectrometry (MS) data. The unique abilities of QT clustering to yield precision nodes that are commensurate with the mass measurement precision of the instrument are exploited to generate a consensus spectrum out of multiple replicate spectra. The spectral dot product and confidence intervals are used as a tool for evaluating the similarity and reproducibility between the consensus and replicates. The method is equally applicable to high and low resolution measurements. This paper demonstrates applications to linear spectra from a matrix assisted laser desorption ionization (MALDI) time of flight (TOF) instrument as well as peptide fragmentation data obtained from a TOF/TOF after unimolecular decomposition. The advantages of clustering to mitigate the inherent precision the shortcomings of MALDI data are discussed.

Original languageEnglish (US)
Pages (from-to)969-975
Number of pages7
JournalJournal of the American Society for Mass Spectrometry
Volume22
Issue number6
DOIs
StatePublished - Jun 2011

Fingerprint

Ionization
Cluster Analysis
Desorption
Lasers
Clustering algorithms
Mass spectrometry
Decomposition
Peptides
Mass Spectrometry
Confidence Intervals

Keywords

  • Consensus spectrum
  • MALDI
  • Pearson's correlation coefficient
  • Peptide fragmentation
  • QT clustering
  • Tubulin

ASJC Scopus subject areas

  • Structural Biology
  • Spectroscopy

Cite this

Production of reliable MALDI spectra with quality threshold clustering of replicates. / Olson, Matthew T.; Epstein, Jonathan A.; Sackett, Dan L.; Yergey, Alfred L.

In: Journal of the American Society for Mass Spectrometry, Vol. 22, No. 6, 06.2011, p. 969-975.

Research output: Contribution to journalArticle

Olson, Matthew T. ; Epstein, Jonathan A. ; Sackett, Dan L. ; Yergey, Alfred L. / Production of reliable MALDI spectra with quality threshold clustering of replicates. In: Journal of the American Society for Mass Spectrometry. 2011 ; Vol. 22, No. 6. pp. 969-975.
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