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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Bo Yan Chongle Pan Olman, V.N. Hettich, R.L. Ying Xu |
| Copyright Year | 2004 |
| Description | Author affiliation: Georgia Univ., Athens, GA, USA (Bo Yan) |
| Abstract | Mass spectrometry is one of the most popular analytical techniques for identification of individual proteins in a protein mixture, one of the basic problems in proteomics. It identifies a protein through identifying its unique mass spectral pattern. While the problem is theoretically solvable, it remains a challenging problem computationally. One of the key challenges comes from the difficulty in distinguishing the N- and C-terminus ions, mostly b- and y-ions respectively. In this paper, we present a graph algorithm for solving the problem of separating b- from y-ions in a set of mass spectra. We represent each spectral peak as a node and consider two types of edges: a type-1 edge connects two peaks possibly of the same ion types and a type-2 edge connects two peaks possibly of different ion types, predicted based on local information. The ion-separation problem is then formulated and solved as a graph partition problem, which is to partition the graph into three subgraphs, namely b-, y-ions and others respectively, so to maximize the total weight of type-1 edges while minimizing the total weight of type-2 edges within each subgraph. We have developed a dynamic programming algorithm for rigorously solving this graph partition problem and implemented it as a computer program PRIME. We have tested PRIME on 18 data sets of high accurate FT-ICR tandem mass spectra and found that it achieved /spl sim/90% accuracy for separation of b- and y-ions. |
| Starting Page | 236 |
| Ending Page | 244 |
| File Size | 365279 |
| Page Count | 9 |
| File Format | |
| ISBN | 0769521940 |
| DOI | 10.1109/CSB.2004.1332437 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2004-08-19 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Sequences Databases Peptides Genomics Proteomics Mass spectroscopy Protein sequence Bioinformatics Chemical technology Computational biology |
| Content Type | Text |
| Resource Type | Article |
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