Iterative data analysis is the key for exhaustive analysis of peptide mass fingerprints from proteins separated by two-dimensional electrophoresis

Peptide mass fingerprinting (PMF) is a powerful tool for identification of proteins separated by two-dimensional electrophoresis (2-DE). With the increase in sensitivity of peptide mass determination it becomes obvious that even spots looking well separated on a 2-DE gel may consist of several proteins. As a result the number of mass peaks in PMFs increased dramatically leaving many unassigned after a first database search. A number of these are caused by experiment-specific contaminants or by neighbor spots, as well as by additional proteins or post-translational modifications. To understand the complete protein composition of a spot we suggest an iterative procedure based on large numbers of PMFs, exemplified by PMFs of 480 Helicobacter pylori protein spots. Three key iterations were applied: (1) Elimination of contaminant mass peaks determined by MS-Screener (a software developed for this purpose) followed by reanalysis; (2) neighbor spot mass peak determination by cluster analysis, elimination from the peak list and repeated search; (3) re-evaluation of contaminant peaks. The quality of the identification was improved and spots previously unidentified were assigned to proteins. Eight additional spots were identified with this procedure, increasing the total number of identified spots to 455.

[1]  A. Waggoner,et al.  Cyanine dye labeling reagents containing isothiocyanate groups. , 1989, Cytometry.

[2]  M. Karas,et al.  Laser desorption ionization of proteins with molecular masses exceeding 10,000 daltons. , 1988, Analytical chemistry.

[3]  J. Klose Protein mapping by combined isoelectric focusing and electrophoresis of mouse tissues , 1975, Humangenetik.

[4]  M. Ünlü,et al.  Difference gel electrophoresis. A single gel method for detecting changes in protein extracts , 1997, Electrophoresis.

[5]  Post‐translational modification detection using metastable ions in reflector matrix‐assisted laser desorption/ionization‐time of flight mass spectrometry , 2002, Proteomics.

[6]  Joachim Klose,et al.  Two‐dimensional electrophoresis of proteins: An updated protocol and implications for a functional analysis of the genome , 1995, Electrophoresis.

[7]  K. Parker Scoring methods in MALDI peptide mass fingerprinting: ChemScore, and the ChemApplex program , 2002, Journal of the American Society for Mass Spectrometry.

[8]  M. Van Montagu,et al.  Protein-blotting on Polybrene-coated glass-fiber sheets. A basis for acid hydrolysis and gas-phase sequencing of picomole quantities of protein previously separated on sodium dodecyl sulfate/polyacrylamide gel. , 1985, European journal of biochemistry.

[9]  T. Rabilloud,et al.  A comparison between Sypro Ruby and ruthenium II tris (bathophenanthroline disulfonate) as fluorescent stains for protein detection in gels , 2001, Proteomics.

[10]  T. Rudel,et al.  Analysis of missed cleavage sites, tryptophan oxidation and N-terminal pyroglutamylation after in-gel tryptic digestion. , 2000, Rapid communications in mass spectrometry : RCM.

[11]  J. Reilly,et al.  Artifacts and unassigned masses encountered in peptide mass mapping. , 2002, Journal of chromatography. B, Analytical technologies in the biomedical and life sciences.

[12]  E. Müller,et al.  Identification of human myocardial proteins separated by two‐dimensional electrophoresis using an effective sample preparation for mass spectrometry , 1996, Electrophoresis.

[13]  Eckart Fleck,et al.  Protein composition of the human heart: The construction of a myocardial two‐dimensional electrophoresis database , 1994, Electrophoresis.

[14]  Christian Scheler,et al.  Peptide mass fingerprint sequence coverage from differently stained proteins on two‐dimensional electrophoresis patterns by matrix assisted laser desorption/ionization‐mass spectrometry (MALDI‐MS) , 1998, Electrophoresis.

[15]  F. Leenders,et al.  An iterative calibration method with prediction of post‐translational modifications for the construction of a two‐dimensional electrophoresis database of mouse mammary gland proteins , 2002, Proteomics.

[16]  Anil K. Jain,et al.  Algorithms for Clustering Data , 1988 .

[17]  Markus Müller,et al.  Molecular scanner experiment with human plasma: Improving protein identification by using intensity distributions of matching peptide masses , 2002, Proteomics.

[18]  H. Wenschuh,et al.  The dominance of arginine-containing peptides in MALDI-derived tryptic mass fingerprints of proteins. , 1999, Analytical chemistry.

[19]  Koichi Tanaka,et al.  Protein and polymer analyses up to m/z 100 000 by laser ionization time-of-flight mass spectrometry , 1988 .

[20]  Jeffrey J. Jones,et al.  MATRIX-ASSISTED LASER DESORPTION MASS SPECTROMETRY , 2002 .

[21]  T. Meyer,et al.  Comparative proteome analysis of Helicobacter pylori , 2000, Molecular microbiology.

[22]  H. Mollenkopf,et al.  Identification of proteins from Mycobacterium tuberculosis missing in attenuated Mycobacterium bovis BCG strains , 2001, Electrophoresis.

[23]  C. Gray,et al.  Two‐dimensional map of the proteome of Haemophilus influenzae , 2000, Electrophoresis.

[24]  M. Kirschner,et al.  Peptide mapping by limited proteolysis in sodium dodecyl sulfate and analysis by gel electrophoresis. , 1977, The Journal of biological chemistry.

[25]  H. Lehrach,et al.  A calibration method that simplifies and improves accurate determination of peptide molecular masses by MALDI-TOF MS. , 2002, Analytical chemistry.

[26]  S. H. Kaufmann,et al.  Identification of acidic, low molecular mass proteins of Mycobacterium tuberculosis strain H37Rv by matrix‐assisted laser desorption/ionization and electrospray ionization mass spectrometry , 2001, Proteomics.

[27]  H. Lehrach,et al.  Generation of minimal protein identifiers of proteins from two‐dimensional gels and recombinant proteins , 2002, Electrophoresis.

[28]  M. Mann,et al.  Electrospray Ionization for Mass Spectrometry of Large Biomolecules , 1990 .

[29]  A Bairoch,et al.  A molecular scanner to automate proteomic research and to display proteome images. , 1999, Analytical chemistry.

[30]  P. O’Farrell High resolution two-dimensional electrophoresis of proteins. , 1975, The Journal of biological chemistry.

[31]  Wayne F. Patton,et al.  A comparison of silver stain and SYPRO Ruby Protein Gel Stain with respect to protein detection in two‐dimensional gels and identification by peptide mass profiling , 2000, Electrophoresis.

[32]  S. H. Kaufmann,et al.  Comparative proteome analysis of Mycobacterium tuberculosis and Mycobacterium bovis BCG strains: towards functional genomics of microbial pathogens , 1999, Molecular microbiology.

[33]  L. Hood,et al.  Electroblotting onto activated glass. High efficiency preparation of proteins from analytical sodium dodecyl sulfate-polyacrylamide gels for direct sequence analysis. , 1986, The Journal of biological chemistry.

[34]  E. Müller,et al.  Identification and characterization of heat shock protein 27 protein species in human myocardial two‐dimensional electrophoresis patterns , 1997, Electrophoresis.

[35]  D. Janecki,et al.  Use of matrix clusters and trypsin autolysis fragments as mass calibrants in matrix-assisted laser desorption/ionization time-of-flight mass spectrometry. , 2002, Rapid communications in mass spectrometry : RCM.

[36]  R. Herrmann,et al.  The proteome of the bacterium Mycoplasma pneumoniae: Comparing predicted open reading frames to identified gene products , 2002, Proteomics.

[37]  P. Højrup,et al.  Rapid identification of proteins by peptide-mass fingerprinting , 1993, Current Biology.

[38]  C. Watanabe,et al.  Identifying proteins from two-dimensional gels by molecular mass searching of peptide fragments in protein sequence databases. , 1993, Proceedings of the National Academy of Sciences of the United States of America.