Cleaning of raw peptide MS/MS spectra: Improved protein identification following deconvolution of multiply charged peaks, isotope clusters, and removal of background noise

被引:29
作者
Mujezinovic, Nedim
Raidl, Gunther
Hutchins, James R. A.
Peters, Jan-Michael
Mechtler, Karl
Eisenhaber, Frank
机构
[1] Res Inst Mol Pathol, A-1030 Vienna, Austria
[2] Vienna Univ Technol, Inst Comp Graph & Algorithms, Vienna, Austria
关键词
charge deconvolution; deisotoping; noise reduction; raw mass spectrum processing;
D O I
10.1002/pmic.200500928
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The dominant ions in MS/MS spectra of peptides, which have been fragmented by low-energy CID, are often b-, gamma-ions and their derivatives resulting from the cleavage of the peptide bonds. However, MS/MS spectra typically contain many more peaks. These can result not only from isotope variants and multiply charged replicates of the peptide fragmentation products but also from unknown fragmentation pathways, sample-specific or systematic chemical contaminations or from noise generated by the electronic detection system. The presence of this background complicates spectrum interpretation. Besides dramatically prolonged computation time, it can lead to incorrect protein identification, especially in the case of de novo sequencing algorithms. Here, we present an algorithm for detection and transformation of multiply charged peaks into singly charged monoisotopic peaks, removal of heavy isotope replicates, and random noise. A quantitative criterion for the recognition of some noninterpretable spectra has been derived as a byproduct. The approach is based on numerical spectral analysis and signal detection methods. The algorithm has been implemented in a stand-alone computer program called MS Cleaner that can be obtained from the authors upon request.
引用
收藏
页码:5117 / 5131
页数:15
相关论文
共 62 条
[1]   COLLISION-INDUCED DISSOCIATION OF PEPTIDE IONS .3. COMPARISON OF RESULTS OBTAINED USING SECTOR-QUADRUPOLE HYBRIDS WITH THOSE FROM TANDEM DOUBLE-FOCUSING INSTRUMENTS [J].
ALEXANDER, AJ ;
THIBAULT, P ;
BOYD, RK ;
CURTIS, JM ;
RINEHART, KL .
INTERNATIONAL JOURNAL OF MASS SPECTROMETRY AND ION PROCESSES, 1990, 98 (02) :107-134
[2]  
BARANOV V, 2003, Patent No. 6590204
[3]   FAST ALGORITHM FOR PEPTIDE SEQUENCING BY MASS-SPECTROSCOPY [J].
BARTELS, C .
BIOMEDICAL AND ENVIRONMENTAL MASS SPECTROMETRY, 1990, 19 (06) :363-368
[4]   Automatic Quality Assessment of Peptide Tandem Mass Spectra [J].
Bern, Marshall ;
Goldberg, David ;
McDonald, W. Hayes ;
Yates, John R., III .
BIOINFORMATICS, 2004, 20 :49-54
[5]   ELEMENTAL COMPOSITION FROM MOMENT ANALYSES OF THE LOW-RESOLUTION ISOTOPE PATTERN [J].
BLOM, KF .
ORGANIC MASS SPECTROMETRY, 1988, 23 (03) :194-203
[6]   Role of the site of protonation in the low-energy decompositions of gas-phase peptide ions [J].
Cox, KA ;
Gaskell, SJ ;
Morris, M ;
Whiting, A .
JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY, 1996, 7 (06) :522-531
[7]   De novo peptide sequencing via tandem mass spectrometry [J].
Dancík, V ;
Addona, TA ;
Clauser, KR ;
Vath, JE ;
Pevzner, PA .
JOURNAL OF COMPUTATIONAL BIOLOGY, 1999, 6 (3-4) :327-342
[8]   Influence of peptide composition, gas-phase basicity, and chemical modification on fragmentation efficiency: Evidence for the mobile proton model [J].
Dongre, AR ;
Jones, JL ;
Somogyi, A ;
Wysocki, VH .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 1996, 118 (35) :8365-8374
[9]   AN APPROACH TO CORRELATE TANDEM MASS-SPECTRAL DATA OF PEPTIDES WITH AMINO-ACID-SEQUENCES IN A PROTEIN DATABASE [J].
ENG, JK ;
MCCORMACK, AL ;
YATES, JR .
JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY, 1994, 5 (11) :976-989
[10]   ELECTROSPRAY IONIZATION FOR MASS-SPECTROMETRY OF LARGE BIOMOLECULES [J].
FENN, JB ;
MANN, M ;
MENG, CK ;
WONG, SF ;
WHITEHOUSE, CM .
SCIENCE, 1989, 246 (4926) :64-71