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De Novo Sequencing v.s. Database Search Bin Ma School of Computer Science University of Waterloo Ontario, Canada
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de novo sequencing 1 2 Two Computational Approaches protein DB database search MS/MS Spectra peptides
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Is This a True Peptide Identification?
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Take Advantage of Both Approaches DB search Assigned? Yes No De Novo All Spectra DB peptides novel peptides
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Facts and Fallacies True. It can be regarded as a “universal” DB search. 1. De novo is harder. 2. De novo is slow. False. PEAKS processes 15 spectra/sec on a PC. 3. De novo is less reliable. Depends.
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Goals of This Talk A “fair” comparison A “real” combination
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What Is a Fair Comparison? The ability to report a long sequence tag – long enough to uniquely identify the correct peptide from the same database.
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Experiment 1. Purpose: to check the length of correct de novo tags on good quality spectra. Trypsin digest of Human tumour cell; LTQ- Orbitrap CID. Mascot DB search; 1% FDR. Compare PEAKS de novo sequences with DB search results.
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Distribution of Correct Tag Length
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“De Novo Only” Peptides
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Experiment 1 Conclusion. De novo sequencing performs well in terms of finding long sequence tags. De novo also finds “de novo only” peptides.
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Experiment 2. Purpose: To test de novo tags’ ability for identifying the peptides from the database? For each de novo sequence, reports the “best-matching” peptide from the database. Use target-decoy to determine the FDR.
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Experiment 2 Conclusion De novo tags have better and complementary ability in selecting the correct peptides from DB. This might be due to the choice of the software.
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Experiment 3. De Novo Assisted DB Search # matched amino acids between de novo & DB search x+4y best separation line Mascot Score
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PEAKS DB
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Conclusion De novo both helps to improve DB search, and reports novel peptides. DB search Found? De Novo Improved DB search results De novo only peptides improves no yes MS/MS Spectra This is the default workflow of PEAKS 5.3.
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