Analysis of peptide MS/MS spectra from large-scale proteomics experiments using spectrum libraries

被引:188
作者
Frewen, Barbara E.
Merrihew, Gennifer E.
Wu, Christine C.
Noble, William Stafford
MacCoss, Michael J. [1 ]
机构
[1] Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
[2] Univ Washington, Dept Comp Sci & Engn, Seattle, WA 98195 USA
[3] Univ Colorado, Hlth Sci Ctr, Dept Pharmacol, Aurora, CO 80045 USA
关键词
D O I
10.1021/ac060279n
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A widespread proteomics procedure for characterizing a complex mixture of proteins combines tandem mass spectrometry and database search software to yield mass spectra with identified peptide sequences. The same peptides are often detected in multiple experiments, and once they have been identified, the respective spectra can be used for future identifications. We present a method for collecting previously identified tandem mass spectra into a reference library that is used to identify new spectra. Query spectra are compared to references in the library to find the ones that are most similar. A dot product metric is used to measure the degree of similarity. With our largest library, the search of a query set finds 91% of the spectrum identifications and 93.7% of the protein identifications that could be made with a SEQUEST database search. A second experiment demonstrates that queries acquired on an LCQ ion trap mass spectrometer can be identified with a library of references acquired on an LTQ ion trap mass spectrometer. The dot product similarity score provides good separation of correct and incorrect identifications.
引用
收藏
页码:5678 / 5684
页数:7
相关论文
共 22 条
[11]   NCBI Reference Sequence (RefSeq): a curated non-redundant sequence database of genomes, transcripts and proteins [J].
Pruitt, KD ;
Tatusova, T ;
Maglott, DR .
NUCLEIC ACIDS RESEARCH, 2005, 33 :D501-D504
[12]   Code developments to improve the efficiency of automated MS/MS spectra interpretation [J].
Sadygov, RG ;
Eng, J ;
Durr, E ;
Saraf, A ;
McDonald, H ;
MacCoss, MJ ;
Yates, JR .
JOURNAL OF PROTEOME RESEARCH, 2002, 1 (03) :211-215
[13]   OPTIMIZATION AND TESTING OF MASS-SPECTRAL LIBRARY SEARCH ALGORITHMS FOR COMPOUND IDENTIFICATION [J].
STEIN, SE ;
SCOTT, DR .
JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY, 1994, 5 (09) :859-866
[14]   MS2Grouper: Group assessment and synthetic replacement of duplicate proteomic tandem mass spectra [J].
Tabb, DL ;
Thompson, MR ;
Khalsa-Moyers, G ;
VerBerkmoes, NC ;
McDonald, WH .
JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY, 2005, 16 (08) :1250-1261
[15]   Similarity among Tandem Mass Spectra from Proteomic Experiments: Detection, Significance, and Utility [J].
Tabb, DL ;
MacCoss, MJ ;
Wu, CC ;
Anderson, SD ;
Yates, JR .
ANALYTICAL CHEMISTRY, 2003, 75 (10) :2470-2477
[16]   Automated approach for quantitative analysis of complex peptide mixtures from tandem mass spectra [J].
Venable, JD ;
Dong, MQ ;
Wohlschlegel, J ;
Dillin, A ;
Yates, JR .
NATURE METHODS, 2004, 1 (01) :39-45
[17]   Comparing similar spectra: From similarity index to spectral contrast angle [J].
Wan, KX ;
Vidavsky, I ;
Gross, ML .
JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY, 2002, 13 (01) :85-88
[18]   Large-scale analysis of the yeast proteome by multidimensional protein identification technology [J].
Washburn, MP ;
Wolters, D ;
Yates, JR .
NATURE BIOTECHNOLOGY, 2001, 19 (03) :242-247
[19]   An automated multidimensional protein identification technology for shotgun proteomics [J].
Wolters, DA ;
Washburn, MP ;
Yates, JR .
ANALYTICAL CHEMISTRY, 2001, 73 (23) :5683-5690
[20]   Method to compare collision-induced dissociation spectra of peptides: Potential for library searching and subtractive analysis [J].
Yates, JR ;
Morgan, SF ;
Gatlin, CL ;
Griffin, PR ;
Eng, JK .
ANALYTICAL CHEMISTRY, 1998, 70 (17) :3557-3565