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Volumn 8, Issue 7, 2009, Pages 3737-3745

Improvements to the percolator algorithm for peptide identification from shotgun proteomics data sets

Author keywords

Machine learning; Peptide identification; Shotgun proteomics; Tandem mass spectrometry

Indexed keywords

ALGORITHM; ARTICLE; CONTROLLED STUDY; DATA BASE; LEARNING ALGORITHM; NONHUMAN; NONLINEAR SYSTEM; PEPTIDE ANALYSIS; PEPTIDE SPECTRUM MATCHES; PERCOLATOR ALGORITHM; PRIORITY JOURNAL; PROTEOMICS; Q RANKER;

EID: 67650345724     PISSN: 15353893     EISSN: None     Source Type: Journal    
DOI: 10.1021/pr801109k     Document Type: Article
Times cited : (215)

References (28)
  • 1
    • 0042972838 scopus 로고    scopus 로고
    • A new algorithm for the evaluation of shotgun peptide sequencing in proteomics: Support vector machine classification of peptide MS/MS spectra and sequest scores
    • Anderson, D. C.; Li, W.; Payan, D. G.; Noble, W. S. 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, 2, 137-146.
    • (2003) J. Proteome Res , vol.2 , pp. 137-146
    • Anderson, D.C.1    Li, W.2    Payan, D.G.3    Noble, W.S.4
  • 2
    • 0001677717 scopus 로고
    • Controlling the false discovery rate: A practical and powerful approach to multiple testing
    • Benjamini, Y.; Hochberg, Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. R. Statist. Soc., Ser. B 1995, 57, 289-300.
    • (1995) J. R. Statist. Soc., Ser. B , vol.57 , pp. 289-300
    • Benjamini, Y.1    Hochberg, Y.2
  • 3
    • 67049118923 scopus 로고    scopus 로고
    • Accurate and sensitive peptide identification with Mascot Percolator
    • Online early access, DOI: 10.1021/pr800982s. Published Online: April 1
    • Brosch, M. Yu, L. Hubbard, T., and Choudhary, J. Accurate and sensitive peptide identification with Mascot Percolator. J. Proteome Res [Online early access]. DOI: 10.1021/pr800982s. Published Online: April 1, 2009.
    • (2009) J. Proteome Res
    • Brosch, M.1    Yu, L.2    Hubbard, T.3    Choudhary, J.4
  • 4
    • 38649083116 scopus 로고    scopus 로고
    • Statistical validation of peptide identifications in large-scale proteomics using target-decoy database search strategy and flexible mixture modeling
    • Choi, H.; Ghosh, D.; Nesvizhskii, A. Statistical validation of peptide identifications in large-scale proteomics using target-decoy database search strategy and flexible mixture modeling. J. Proteome Res. 2008, 7, 286-292.
    • (2008) J. Proteome Res , vol.7 , pp. 286-292
    • Choi, H.1    Ghosh, D.2    Nesvizhskii, A.3
  • 5
    • 38649125220 scopus 로고    scopus 로고
    • Semisupervised model-based validation of peptide identifications in mass spectrometry-based proteomics
    • Choi, H.; Nesvizhskii, A. I. Semisupervised model-based validation of peptide identifications in mass spectrometry-based proteomics. J. Proteome Res. 2008, 7, 254-265.
    • (2008) J. Proteome Res , vol.7 , pp. 254-265
    • Choi, H.1    Nesvizhskii, A.I.2
  • 6
    • 0041358793 scopus 로고    scopus 로고
    • Colinge, J.; Masselot, A.; Giron, M.; Dessingy, T.; Magnin, J. OLAV: Towards high-throughput tandem mass spectrometry data identification. Proteomics 2003, 3, 1454-1463.
    • Colinge, J.; Masselot, A.; Giron, M.; Dessingy, T.; Magnin, J. OLAV: Towards high-throughput tandem mass spectrometry data identification. Proteomics 2003, 3, 1454-1463.
  • 8
    • 34249753618 scopus 로고
    • Support vector networks
    • Cortes, C.; Vapnik, V. Support vector networks. Mach. Learn. 1995, 20, 273-297.
    • (1995) Mach. Learn , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 9
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the EM algorithm
    • Dempster, A. P.; Laird, N. M.; Rubin, D. B. Maximum likelihood from incomplete data via the EM algorithm. J. R. Statist. Soc. 1977, 39, 1-22.
    • (1977) J. R. Statist. Soc , vol.39 , pp. 1-22
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 10
    • 58149375925 scopus 로고    scopus 로고
    • Adaptive discriminant function analysis and reranking of MS/MS database search results for improved peptide identification in shotgun proteomics
    • Ding, Y.; Choi, H.; Nesvizhskii, A. Adaptive discriminant function analysis and reranking of MS/MS database search results for improved peptide identification in shotgun proteomics. J. Proteome Res. 2008, 7, 4878-4889.
    • (2008) J. Proteome Res , vol.7 , pp. 4878-4889
    • Ding, Y.1    Choi, H.2    Nesvizhskii, A.3
  • 11
    • 0742305695 scopus 로고    scopus 로고
    • Intensity-based protein identification by machine learning from a library of tandem mass spectra
    • Elias, J. E.; Gibbons, F. D.; King, O. D.; Roth, F. P.; Gygi, S. P. Intensity-based protein identification by machine learning from a library of tandem mass spectra. Nat. Biotechnol. 2004, 22, 214-219.
    • (2004) Nat. Biotechnol , vol.22 , pp. 214-219
    • Elias, J.E.1    Gibbons, F.D.2    King, O.D.3    Roth, F.P.4    Gygi, S.P.5
  • 12
    • 33847630405 scopus 로고    scopus 로고
    • Target-decoy search strategy for increased confidence in large-scale protein identifications by mass spectrometry
    • Elias, J. E.; Gygi, S. P. Target-decoy search strategy for increased confidence in large-scale protein identifications by mass spectrometry. Nat. Methods 2007, 4, 207-214.
    • (2007) Nat. Methods , vol.4 , pp. 207-214
    • Elias, J.E.1    Gygi, S.P.2
  • 13
    • 0000857494 scopus 로고
    • An approach to correlate tandem mass spectral data of peptides with amino acid sequences in a protein database
    • Eng, J. K.; McCormack, A. L.; Yates, J. R., III. An approach to correlate tandem mass spectral data of peptides with amino acid sequences in a protein database. J. Am. Soc. Mass Spectrom. 1994, 5, 976-989.
    • (1994) J. Am. Soc. Mass Spectrom , vol.5 , pp. 976-989
    • Eng, J.K.1    McCormack, A.L.2    Yates III, J.R.3
  • 14
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • Hanley, J. A.; McNeil, B. J. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 1982, 143, 29-36.
    • (1982) Radiology , vol.143 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 17
    • 35748972060 scopus 로고    scopus 로고
    • A semisupervised machine learning technique for peptide identification from shotgun proteomics datasets
    • Käll, L.; Canterbury, J.; Weston, J.; Noble, W. S.; MacCoss, M. J. A semisupervised machine learning technique for peptide identification from shotgun proteomics datasets. Nat. Methods 2007, 4, 923-925.
    • (2007) Nat. Methods , vol.4 , pp. 923-925
    • Käll, L.1    Canterbury, J.2    Weston, J.3    Noble, W.S.4    MacCoss, M.J.5
  • 18
    • 38649083118 scopus 로고    scopus 로고
    • Assigning significance to peptides identified by tandem mass spectrometry using decoy databases
    • Käll, L.; Storey, J. D.; MacCoss, M. J.; Noble, W. S. Assigning significance to peptides identified by tandem mass spectrometry using decoy databases. J. Proteome Res. 2008, 7, 29-34.
    • (2008) J. Proteome Res , vol.7 , pp. 29-34
    • Käll, L.1    Storey, J.D.2    MacCoss, M.J.3    Noble, W.S.4
  • 19
    • 0037108887 scopus 로고    scopus 로고
    • Empirical statistical model to estimate the accuracy of peptide identification made by MS/MS and database search
    • Keller, A.; Nesvizhskii, A. I.; Kolker, E.; Aebersold, R. Empirical statistical model to estimate the accuracy of peptide identification made by MS/MS and database search. Anal. Chem. 2002, 74, 5383-5392.
    • (2002) Anal. Chem , vol.74 , pp. 5383-5392
    • Keller, A.1    Nesvizhskii, A.I.2    Kolker, E.3    Aebersold, R.4
  • 20
    • 33644856320 scopus 로고    scopus 로고
    • Effects of modified digestion schemes on the identification of proteins from complex mixtures
    • Klammer, A. A.; MacCoss, M. J. Effects of modified digestion schemes on the identification of proteins from complex mixtures. J. Proteome Res. 2006, 5, 695-700.
    • (2006) J. Proteome Res , vol.5 , pp. 695-700
    • Klammer, A.A.1    MacCoss, M.J.2
  • 21
    • 46249088907 scopus 로고    scopus 로고
    • Modelling peptide fragmentation with dynamic Bayesian networks yields improved tandem mass spectrum identification
    • Klammer, A. A.; Reynolds, S. R.; Hoopmann, M.; MacCoss, M. J.; Bilmes, J.; Noble, W. S. Modelling peptide fragmentation with dynamic Bayesian networks yields improved tandem mass spectrum identification. Bioinformatics 2008, 24, i348-i356.
    • (2008) Bioinformatics , vol.24
    • Klammer, A.A.1    Reynolds, S.R.2    Hoopmann, M.3    MacCoss, M.J.4    Bilmes, J.5    Noble, W.S.6
  • 23
    • 0033870982 scopus 로고    scopus 로고
    • Improved generalization through explicit optimization of margins
    • Mason, L.; Bartlett, P. L.; Baxter, J. Improved generalization through explicit optimization of margins. Mach. Learn. 2000, 38, 243-255.
    • (2000) Mach. Learn , vol.38 , pp. 243-255
    • Mason, L.1    Bartlett, P.L.2    Baxter, J.3
  • 24
    • 0036209134 scopus 로고    scopus 로고
    • Moore, R. E.; Young, M. K.; Lee, T. D. Qscore: An algorithm for evaluating sequest database search results. J. Am. Soc. Mass Spectrom. 2002, 13, 378-386.
    • Moore, R. E.; Young, M. K.; Lee, T. D. Qscore: An algorithm for evaluating sequest database search results. J. Am. Soc. Mass Spectrom. 2002, 13, 378-386.
  • 25
    • 35848929694 scopus 로고    scopus 로고
    • Analysis and validation of proteomic data generated by tandem mass spectrometry
    • Nesvizhskii, A. I.; Vitek, O.; Aebersold, A. R. Analysis and validation of proteomic data generated by tandem mass spectrometry. Nat. Methods 2007, 4, 787-797.
    • (2007) Nat. Methods , vol.4 , pp. 787-797
    • Nesvizhskii, A.I.1    Vitek, O.2    Aebersold, A.R.3
  • 26
    • 33644898528 scopus 로고    scopus 로고
    • Automated protein identification by tandem mass spectrometry: Issues and strategies
    • Hernandez, M. M. P.; Appel, R. D. Automated protein identification by tandem mass spectrometry: issues and strategies. Mass Spectrom. Rev. 2006, 25, 235-254.
    • (2006) Mass Spectrom. Rev , vol.25 , pp. 235-254
    • Hernandez, M.M.P.1    Appel, R.D.2
  • 28
    • 0036020892 scopus 로고    scopus 로고
    • A direct approach to false discovery rates
    • Storey, J. D. A direct approach to false discovery rates. J. R. Statist. Soc. 2002, 64, 479-498.
    • (2002) J. R. Statist. Soc , vol.64 , pp. 479-498
    • Storey, J.D.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.