IDPicker 2.0: Improved Protein Assembly with High Discrimination Peptide Identification Filtering

被引:262
作者
Ma, Ze-Qiang [1 ]
Dasari, Surendra [1 ]
Chambers, Matthew C. [1 ]
Litton, Michael D. [2 ]
Sobecki, Scott M. [3 ]
Zimmerman, Lisa J. [2 ,4 ]
Halvey, Patrick J. [2 ,4 ]
Schilling, Birgit [5 ]
Drake, Penelope M. [6 ,7 ]
Gibson, Bradford W. [5 ,8 ]
Tabb, David L. [1 ,2 ,3 ,4 ]
机构
[1] Vanderbilt Univ, Med Ctr, Dept Biomed Informat, Nashville, TN 37232 USA
[2] Vanderbilt Ingram Canc Ctr, Jim Ayers Inst Precanc Detect & Diag, Nashville, TN 37232 USA
[3] Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
[4] Vanderbilt Univ, Med Ctr, Dept Biochem, Nashville, TN 37232 USA
[5] Buck Inst Age Res, Novato, CA 94945 USA
[6] Univ Calif San Francisco, Dept Obstet Gynecol & Reprod Sci, San Francisco, CA 94143 USA
[7] Univ Calif San Francisco, UCSF Sandler Moore Mass Spectrometry Core Facil, San Francisco, CA 94143 USA
[8] Univ Calif San Francisco, Dept Pharmaceut Chem, San Francisco, CA 94143 USA
关键词
bioinformatics; parsimony; protein assembly; protein inference; false discovery rate; SPECTROMETRY-BASED PROTEOMICS; TANDEM MASS-SPECTROMETRY; DATABASE SEARCH; SHOTGUN PROTEOMICS; LIQUID-CHROMATOGRAPHY; VALIDATION; STRATEGY; ACCURACY; SOFTWARE; TOOLS;
D O I
10.1021/pr900360j
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Tandem mass spectrometry-based shotgun proteomics has become a widespread technology for analyzing complex protein mixtures. A number of database searching algorithms have been developed to assign peptide sequences to tandem mass spectra. Assembling the peptide identifications to proteins, however, is a challenging issue because many peptides are shared among multiple proteins. IDPicker is an open-source protein assembly tool that derives a minimum protein list from peptide identifications filtered to a specified False Discovery Rate. Here, we update Wicker to increase confident peptide identifications by combining multiple scores produced by database search tools. By segregating peptide identifications for thresholding using both the precursor charge state and the number of tryptic termini, IDPicker retrieves more peptides for protein assembly. The new version is more robust against false positive proteins, especially in searches using multispecies databases, by requiring additional novel peptides in the parsimony process. IDPicker has been designed for incorporation in many identification workflows by the addition of a graphical user interface and the ability to read identifications from the pepXML format. These advances position IDPicker for high peptide discrimination and reliable protein assembly in large-scale proteomics studies. The source code and binaries for the latest version of IDPicker are available from http://fenchurch.mc.vanderbilt.edu/.
引用
收藏
页码:3872 / 3881
页数:10
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