PROTEOFORMER: deep proteome coverage through ribosome profiling and MS integration

被引:108
作者
Crappe, Jeroen [1 ]
Ndah, Elvis [1 ,2 ,3 ]
Koch, Alexander [1 ]
Steyaert, Sandra [1 ]
Gawron, Daria [2 ,3 ]
De Keulenaer, Sarah [1 ]
De Meester, Ellen [1 ]
De Meyer, Tim [1 ]
Van Criekinge, Wim [1 ]
Van Damme, Petra [2 ,3 ]
Menschaert, Gerben [1 ]
机构
[1] Univ Ghent, Dept Math Modeling Stat & Bioinformat, Fac Biosci Engn, Lab Bioinformat & Computat Genom, B-9000 Ghent, Belgium
[2] Flemish Inst Biotechnol, Dept Med Prot Res, Ghent, Belgium
[3] Univ Ghent, Dept Biochem, Fac Med & Hlth Sci, B-9000 Ghent, Belgium
基金
比利时弗兰德研究基金会;
关键词
SPECTROMETRY-BASED PROTEIN; LARGE NONCODING RNAS; MASS-SPECTROMETRY; PROVIDES EVIDENCE; TRANSLATION; IDENTIFICATION; DISCOVERY; CELLS; COMPLEXITY; PREDICTION;
D O I
10.1093/nar/gku1283
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
An increasing amount of studies integrate mRNA sequencing data into MS-based proteomics to complement the translation product search space. However, several factors, including extensive regulation of mRNA translation and the need for three- or six-frame-translation, impede the use of mRNA-seq data for the construction of a protein sequence search database. With that in mind, we developed the PROTEOFORMER tool that automatically processes data of the recently developed ribosome profiling method (sequencing of ribosome-protected mRNA fragments), resulting in genome-wide visualization of ribosome occupancy. Our tool also includes a translation initiation site calling algorithm allowing the delineation of the open reading frames (ORFs) of all translation products. A complete protein synthesis-based sequence database can thus be compiled for mass spectrometry-based identification. This approach increases the overall protein identification rates with 3% and 11% (improved and new identifications) for human and mouse, respectively, and enables proteome-wide detection of 5'-extended proteoforms, upstream ORF translation and near-cognate translation start sites. The PROTEOFORMER tool is available as a stand-alone pipeline and has been implemented in the galaxy framework for ease of use.
引用
收藏
页数:10
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