PepSplice: cache-efficient search algorithms for comprehensive identification of tandem mass spectra.
BACKGROUND
Tandem mass spectrometry allows for high-throughput identification of complex protein samples. Searching tandem mass spectra against sequence databases is the main analysis method nowadays. Since many peptide variations are possible, including them in the search space seems only logical. However, the search space usually grows exponentially with the number of independent variations and may therefore overwhelm computational resources.


RESULTS
We provide fast, cache-efficient search algorithms to screen large peptide search spaces including non-tryptic peptides, whole genomes, dozens of posttranslational modifications, unannotated point mutations and even unannotated splice sites. All these search spaces can be screened simultaneously. By optimizing the cache usage, we achieve a calculation speed that closely approaches the limits of the hardware. At the same time, we control the size of the overall search space by limiting the combinations of variations that can co-occur on the same peptide. Using a hypergeometric scoring scheme, we applied these algorithms to a dataset of 1 420 632 spectra. We were able to identify a considerable number of peptide variations within a modest amount of computing time on standard desktop computers.
Roos
Franz F
FF
Institute of Theoretical Computer Science, Institute of Plant Science, Institute of Computational Science, ETH Zurich, CH-8092 Zurich, Switzerland.
Jacob
Riko
R
Grossmann
Jonas
J
Fischer
Bernd
B
Buhmann
Joachim M
JM
Gruissem
Wilhelm
W
Baginsky
Sacha
S
Widmayer
Peter
P
D000465:Algorithms; D003628:Database Management Systems; D030562:Databases, Protein; D016247:Information Storage and Retrieval / Q000379:methods*; D013058:Mass Spectrometry / Q000379:methods*; D010363:Pattern Recognition, Automated / Q000379:methods; D010449:Peptide Mapping / Q000379:methods*; D011506:Proteins / Q000737:chemistry*; D016415:Sequence Alignment / Q000379:methods; D020539:Sequence Analysis, Protein / Q000379:methods*; D012984:Software
D011506:Proteins