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Bioinformatics for Proteomics
Shu-Hui Chen (陳淑慧) Department of Chemistry National Cheng Kung University
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What is Proteomics ? Systematic analysis of All protein sequences
All protein expression pattern All protein interactions This involves Protein identification Protein quantification Functional characterization of all proteins
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MS-based Bioinformatics
MS instrument is so far not sensitive enough to resolve proteins in a biological system solely based on signals measured. MS, however, is able to acquire sufficient data for mapping a protein from the database using new computer algorithms to analyze the data. MS data could be used for Protein Quantification
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The tools of Proteomics
Traditional protein chemistry assay methods struggle to establish Identity and quantification Identity requires: Specificity of measurement (Precision) Mass Spectrometry MS-based data acquisition algorithm Database dependent identification-A reference for comparison Protein sequence databases Search algorithms Database-independent identification-No reference De-novo sequencing
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MS-based Protein Identification and Quantification
Mass Mapping Peptide Sequencing Protein Quantification
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Protein identified by database mapping
Mass Spectrometry Protein identified by database mapping
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Automated Database Search
Number 1 match: tumor necrosis factor type 1 receptor associated protein TRAP-1 (Mr): Total coverage: 33.4%
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History for MS Searching
MOWSE 1993 By Pappin and Bleasby SEQUEST 1994 By Yates and Eng MOWSEⅡ 1996 Molecular Weight Search 1997 MOWSEⅢ 1998 MASCOT By Matrix science
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Scoring algorithm Final score= -10*LOG(P),
where P is absolute probability that the observed match is a random event E value (expected value) = describes the number of hits one can expect to see by chance when searching a database of a particular size. A value of zero indicates that no matches would be expected by chance.
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MS-based Protein Identification and Quantification
Mass Mapping Peptide Sequencing Protein Quantification
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Tandem Mass Spectrometry- MS/MS
MS/MS acquisition is controlled by software setting
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Nomenclature used for CID peptide fragmentation-
Low Energy (eV)- Q, TOF, FT “Bioanalytical Chemistry” Mikkelsen, S.R., published by John Wiley & Sons, Inc.
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Protein Identification by Database Search
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PRIDE website
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Database Independent Sequencing- De Novo Sequencing
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Sequence Tag Approach for Peptide Sequencing
“Bioanalytical Chemistry” Mikkelsen, S.R., published by John Wiley & Sons, Inc.
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MS-based Protein Identification and Quantification
Mass Mapping Peptide Sequencing Protein Quantification
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MS-based Quantification Methods Using Stable Isotope Labeling
X.J. Li Institute for systems biology, Seattle
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Exercises 1. Choose one protein you are interested in.
2. Go to the Bioinformatics portal website link to Uniprot and search for your protein. 3. List accession number, molecular weight, and aminoacid sequence of your protein. Briefly describe the protein function and its subcellular localization. 4. Link to PaxDb proteomic database, show the abundance of the protein. 5. Link to PRIDE or MaxQB proteomic database, list the peptides (sequences) that have been identified by MS for this protein. Include Mascot peptide score for each identified sequence. If same peptides were identified by multiple times, list the highest score.
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