Institute of Computing Technology, Chinese Academy IR
Open MS/MS spectral library search to identify unanticipated post-translational modifications and increase spectral identification rate | |
Ye, Ding1,2,3; Fu, Yan1,2; Sun, Rui-Xiang1,2; Wang, Hai-Peng1,2,3; Yuan, Zuo-Fei1,2,3; Chi, Hao1,2,3; He, Si-Min1,2 | |
2010-06-15 | |
发表期刊 | BIOINFORMATICS |
ISSN | 1367-4803 |
卷号 | 26期号:12页码:i399-i406 |
摘要 | Motivation: Identification of post-translationally modified proteins has become one of the central issues of current proteomics. Spectral library search is a new and promising computational approach to mass spectrometry-based protein identification. However, its potential in identification of unanticipated post-translational modifications has rarely been explored. The existing spectral library search tools are designed to match the query spectrum to the reference library spectra with the same peptide mass. Thus, spectra of peptides with unanticipated modifications cannot be identified. Results: In this article, we present an open spectral library search tool, named pMatch. It extends the existing library search algorithms in at least three aspects to support the identification of unanticipated modifications. First, the spectra in library are optimized with the full peptide sequence information to better tolerate the peptide fragmentation pattern variations caused by some modification(s). Second, a new scoring system is devised, which uses charge-dependent mass shifts for peak matching and combines a probability-based model with the general spectral dot-product for scoring. Third, a target-decoy strategy is used for false discovery rate control. To demonstrate the effectiveness of pMatch, a library search experiment was conducted on a public dataset with over 40 000 spectra in comparison with SpectraST, the most popular library search engine. Additional validations were done on four published datasets including over 150 000 spectra. The results showed that pMatch can effectively identify unanticipated modifications and significantly increase spectral identification rate. Availability: http://pfind.ict.ac.cn/pmatch/ Contact: yfu@ict.ac.cn; rxsun@ict.ac.cn Supplementary information: Supplementary data are available at Bioinformatics online. |
DOI | 10.1093/bioinformatics/btq185 |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Natural Science Foundation of China[30900262] ; CAS[KGGX1-YW-13] ; National Key Basic Research and Development Program (973) of China[2010CB912701] ; National High Technology Research and Development Program (863) of China[2007AA02Z315] ; National High Technology Research and Development Program (863) of China[2008AA02Z309] |
WOS研究方向 | Biochemistry & Molecular Biology ; Biotechnology & Applied Microbiology ; Computer Science ; Mathematical & Computational Biology ; Mathematics |
WOS类目 | Biochemical Research Methods ; Biotechnology & Applied Microbiology ; Computer Science, Interdisciplinary Applications ; Mathematical & Computational Biology ; Statistics & Probability |
WOS记录号 | WOS:000278689000049 |
出版者 | OXFORD UNIV PRESS |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/12247 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Fu, Yan |
作者单位 | 1.Chinese Acad Sci, Inst Comp Technol, Beijing 100190, Peoples R China 2.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China 3.Chinese Acad Sci, Grad Univ, Beijing 100049, Peoples R China |
推荐引用方式 GB/T 7714 | Ye, Ding,Fu, Yan,Sun, Rui-Xiang,et al. Open MS/MS spectral library search to identify unanticipated post-translational modifications and increase spectral identification rate[J]. BIOINFORMATICS,2010,26(12):i399-i406. |
APA | Ye, Ding.,Fu, Yan.,Sun, Rui-Xiang.,Wang, Hai-Peng.,Yuan, Zuo-Fei.,...&He, Si-Min.(2010).Open MS/MS spectral library search to identify unanticipated post-translational modifications and increase spectral identification rate.BIOINFORMATICS,26(12),i399-i406. |
MLA | Ye, Ding,et al."Open MS/MS spectral library search to identify unanticipated post-translational modifications and increase spectral identification rate".BIOINFORMATICS 26.12(2010):i399-i406. |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论