Home LiteratureArticle Details
PMID: 17122065 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't Review

Verification of single-peptide protein identifications by the application of complementary database search algorithms.

Journal of biomolecular techniques : JBT ·Vol. 17 ·No. 5 ·2006-12-00 ·Pages 327-32

Rohrbough JG, Breci L, Merchant N, Miller S, Haynes PA

Abstract

Data produced from the MudPIT analysis of yeast (S. cerevisiae) and rice (O. sativa) were used to develop a technique to validate single-peptide protein identifications using complementary database search algorithms. This results in a considerable reduction of overall false-positive rates for protein identifications; the overall false discovery rates in yeast are reduced from near 25% to less than 1%, and the false discovery rate of yeast single-peptide protein identifications becomes negligible. This technique can be employed by laboratories utilizing a SEQUEST-based proteomic analysis platform, incorporating the XTandem algorithm as a complementary tool for verification of single-peptide protein identifications. We have achieved this using open-source software, including several data-manipulation software tools developed in our laboratory, which are freely available to download.

MeSH Terms
Algorithms Databases, Protein Oryza/chemistry Peptides/analysis,chemistry Plant Proteins/analysis,chemistry Proteins/analysis,chemistry
Chemicals
Peptides Plant Proteins Proteins
Authors & Affiliations
5 authors, click to expand affiliations / ORCID
Rohrbough James G
Department of Biochemistry and Molecular Biophysics, The University of Arizona, Tucson, USA.
Breci Linda
Merchant Nirav
Miller Susan
Haynes Paul A
References (38)
38 references, click to expand
  1. Analysis of quantitative proteomic data generated via multidimensional protein identification technology.
    Anal Chem. 2002 Apr 1;74(7):1650-7 PMID: 12043600
  2. Protein expression profiling of Coccidioides posadasii by two-dimensional differential in-gel electrophoresis and evaluation of a newly recognized peroxisomal matrix protein as a recombinant vaccine candidate.
    Infect Immun. 2006 Mar;74(3):1865-72 PMID: 16495561
  3. Open mass spectrometry search algorithm.
    J Proteome Res. 2004 Sep-Oct;3(5):958-64 PMID: 15473683
  4. Empirical statistical model to estimate the accuracy of peptide identifications made by MS/MS and database search.
    Anal Chem. 2002 Oct 15;74(20):5383-92 PMID: 12403597
  5. A Heuristic method for assigning a false-discovery rate for protein identifications from Mascot database search results.
    Mol Cell Proteomics. 2005 Jun;4(6):762-72 PMID: 15703444
  6. Direct analysis of protein complexes using mass spectrometry.
    Nat Biotechnol. 1999 Jul;17(7):676-82 PMID: 10404161
  7. Open source system for analyzing, validating, and storing protein identification data.
    J Proteome Res. 2004 Nov-Dec;3(6):1234-42 PMID: 15595733
  8. TANDEM: matching proteins with tandem mass spectra.
    Bioinformatics. 2004 Jun 12;20(9):1466-7 PMID: 14976030
  9. Evaluation of multidimensional chromatography coupled with tandem mass spectrometry (LC/LC-MS/MS) for large-scale protein analysis: the yeast proteome.
    J Proteome Res. 2003 Jan-Feb;2(1):43-50 PMID: 12643542
  10. A method for reducing the time required to match protein sequences with tandem mass spectra.
    Rapid Commun Mass Spectrom. 2003;17(20):2310-6 PMID: 14558131
  11. An accurate mass tag strategy for quantitative and high-throughput proteome measurements.
    Proteomics. 2002 May;2(5):513-23 PMID: 11987125
  12. Targeted proteomic analysis of 14-3-3 sigma, a p53 effector commonly silenced in cancer.
    Mol Cell Proteomics. 2005 Jun;4(6):785-95 PMID: 15778465
  13. Proteomic survey of metabolic pathways in rice.
    Proc Natl Acad Sci U S A. 2002 Sep 3;99(18):11969-74 PMID: 12163647
  14. Direct proteomic mapping of the lung microvascular endothelial cell surface in vivo and in cell culture.
    Nat Biotechnol. 2004 Aug;22(8):985-92 PMID: 15258593
  15. The wildcat toolbox: a set of perl script utilities for use in peptide mass spectral database searching and proteomics experiments.
    J Biomol Tech. 2006 Apr;17(2):97-102 PMID: 16741236
  16. Guidelines for the next 10 years of proteomics.
    Proteomics. 2006 Jan;6(1):4-8 PMID: 16400714
  17. The continuing evolution of shotgun proteomics.
    Drug Discov Today. 2005 May 15;10(10):719-25 PMID: 15896685
  18. A common open representation of mass spectrometry data and its application to proteomics research.
    Nat Biotechnol. 2004 Nov;22(11):1459-66 PMID: 15529173
  19. Analysis of secreted proteins from Aspergillus flavus.
    Proteomics. 2005 Aug;5(12):3153-61 PMID: 16035112
  20. Method to correlate tandem mass spectra of modified peptides to amino acid sequences in the protein database.
    Anal Chem. 1995 Apr 15;67(8):1426-36 PMID: 7741214
  21. DTASelect and Contrast: tools for assembling and comparing protein identifications from shotgun proteomics.
    J Proteome Res. 2002 Jan-Feb;1(1):21-6 PMID: 12643522
  22. Qscore: an algorithm for evaluating SEQUEST database search results.
    J Am Soc Mass Spectrom. 2002 Apr;13(4):378-86 PMID: 11951976
  23. Large-scale analysis of the yeast proteome by multidimensional protein identification technology.
    Nat Biotechnol. 2001 Mar;19(3):242-7 PMID: 11231557
  24. An automated multidimensional protein identification technology for shotgun proteomics.
    Anal Chem. 2001 Dec 1;73(23):5683-90 PMID: 11774908
  25. Identification of proteins from a cell wall fraction of the diatom Thalassiosira pseudonana: insights into silica structure formation.
    Mol Cell Proteomics. 2006 Jan;5(1):182-93 PMID: 16207702
  26. A new algorithm for the evaluation of shotgun peptide sequencing in proteomics: support vector machine classification of peptide MS/MS spectra and SEQUEST scores.
    J Proteome Res. 2003 Mar-Apr;2(2):137-46 PMID: 12716127
  27. Improving reproducibility and sensitivity in identifying human proteins by shotgun proteomics.
    Anal Chem. 2004 Jul 1;76(13):3556-68 PMID: 15228325
  28. Mass spectrometry-based proteomics.
    Nature. 2003 Mar 13;422(6928):198-207 PMID: 12634793
  29. Probability-based protein identification by searching sequence databases using mass spectrometry data.
    Electrophoresis. 1999 Dec;20(18):3551-67 PMID: 10612281
  30. An evaluation, comparison, and accurate benchmarking of several publicly available MS/MS search algorithms: sensitivity and specificity analysis.
    Proteomics. 2005 Aug;5(13):3475-90 PMID: 16047398
  31. Quantitative profiling of differentiation-induced microsomal proteins using isotope-coded affinity tags and mass spectrometry.
    Nat Biotechnol. 2001 Oct;19(10):946-51 PMID: 11581660
  32. Shotgun proteomic analysis of Chlamydia trachomatis.
    Proteomics. 2005 Apr;5(6):1558-73 PMID: 15838905
  33. Probability-based evaluation of peptide and protein identifications from tandem mass spectrometry and SEQUEST analysis: the human proteome.
    J Proteome Res. 2005 Jan-Feb;4(1):53-62 PMID: 15707357
  34. Effects of modified digestion schemes on the identification of proteins from complex mixtures.
    J Proteome Res. 2006 Mar;5(3):695-700 PMID: 16512685
  35. An approach to correlate tandem mass spectral data of peptides with amino acid sequences in a protein database.
    J Am Soc Mass Spectrom. 1994 Nov;5(11):976-89 PMID: 24226387
  36. Actin-binding proteins in a postsynaptic preparation: Lasp-1 is a component of central nervous system synapses and dendritic spines.
    J Neurosci Res. 2004 Oct 1;78(1):38-48 PMID: 15372503
  37. Rules governing protein identification by mass spectrometry.
    Rapid Commun Mass Spectrom. 2005;19(23):3420 PMID: 16252315
  38. Comprehensive proteomics in yeast using chromatographic fractionation, gas phase fractionation, protein gel electrophoresis, and isoelectric focusing.
    Proteomics. 2005 May;5(8):2018-28 PMID: 15852344
Article Info
Journal
Journal of biomolecular techniques : JBT
Abbr.
J Biomol Tech
ISSN
1524-0215
Published
2006-12-00
Pages
327-32
Language
English
Region
United States
NLM ID
100888641
PMCID
PMC2291803
Subset
IM
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: [email protected]