Literature DB >> 29299837

Brute-Force Approach for Mass Spectrometry-Based Variant Peptide Identification in Proteogenomics without Personalized Genomic Data.

Mark V Ivanov1,2, Anna A Lobas1,2, Lev I Levitsky1,2, Sergei A Moshkovskii3,4, Mikhail V Gorshkov5,6.   

Abstract

In a proteogenomic approach based on tandem mass spectrometry analysis of proteolytic peptide mixtures, customized exome or RNA-seq databases are employed for identifying protein sequence variants. However, the problem of variant peptide identification without personalized genomic data is important for a variety of applications. Following the recent proposal by Chick et al. (Nat. Biotechnol. 33, 743-749, 2015) on the feasibility of such variant peptide search, we evaluated two available approaches based on the previously suggested "open" search and the "brute-force" strategy. To improve the efficiency of these approaches, we propose an algorithm for exclusion of false variant identifications from the search results involving analysis of modifications mimicking single amino acid substitutions. Also, we propose a de novo based scoring scheme for assessment of identified point mutations. In the scheme, the search engine analyzes y-type fragment ions in MS/MS spectra to confirm the location of the mutation in the variant peptide sequence. Graphical abstract ᅟ.

Entities:  

Keywords:  LC-MS/MS; Open search; Proteogenomics; Search engine

Mesh:

Substances:

Year:  2018        PMID: 29299837     DOI: 10.1007/s13361-017-1859-9

Source DB:  PubMed          Journal:  J Am Soc Mass Spectrom        ISSN: 1044-0305            Impact factor:   3.109


  22 in total

1.  Proteogenomic mapping as a complementary method to perform genome annotation.

Authors:  Jacob D Jaffe; Howard C Berg; George M Church
Journal:  Proteomics       Date:  2004-01       Impact factor: 3.984

2.  TANDEM: matching proteins with tandem mass spectra.

Authors:  Robertson Craig; Ronald C Beavis
Journal:  Bioinformatics       Date:  2004-02-19       Impact factor: 6.937

3.  Pyteomics--a Python framework for exploratory data analysis and rapid software prototyping in proteomics.

Authors:  Anton A Goloborodko; Lev I Levitsky; Mark V Ivanov; Mikhail V Gorshkov
Journal:  J Am Soc Mass Spectrom       Date:  2013-01-05       Impact factor: 3.109

Review 4.  Ribosome profiling: new views of translation, from single codons to genome scale.

Authors:  Nicholas T Ingolia
Journal:  Nat Rev Genet       Date:  2014-01-28       Impact factor: 53.242

5.  Unbiased False Discovery Rate Estimation for Shotgun Proteomics Based on the Target-Decoy Approach.

Authors:  Lev I Levitsky; Mark V Ivanov; Anna A Lobas; Mikhail V Gorshkov
Journal:  J Proteome Res       Date:  2016-12-13       Impact factor: 4.466

6.  Advanced Proteogenomic Analysis Reveals Multiple Peptide Mutations and Complex Immunoglobulin Peptides in Colon Cancer.

Authors:  Sunghee Woo; Seong Won Cha; Stefano Bonissone; Seungjin Na; David L Tabb; Pavel A Pevzner; Vineet Bafna
Journal:  J Proteome Res       Date:  2015-07-21       Impact factor: 4.466

Review 7.  RNA-Seq: a revolutionary tool for transcriptomics.

Authors:  Zhong Wang; Mark Gerstein; Michael Snyder
Journal:  Nat Rev Genet       Date:  2009-01       Impact factor: 53.242

Review 8.  Proteogenomics from a bioinformatics angle: A growing field.

Authors:  Gerben Menschaert; David Fenyö
Journal:  Mass Spectrom Rev       Date:  2015-12-15       Impact factor: 10.946

9.  Integration with the human genome of peptide sequences obtained by high-throughput mass spectrometry.

Authors:  Frank Desiere; Eric W Deutsch; Alexey I Nesvizhskii; Parag Mallick; Nichole L King; Jimmy K Eng; Alan Aderem; Rose Boyle; Erich Brunner; Samuel Donohoe; Nelson Fausto; Ernst Hafen; Lee Hood; Michael G Katze; Kathleen A Kennedy; Floyd Kregenow; Hookeun Lee; Biaoyang Lin; Dan Martin; Jeffrey A Ranish; David J Rawlings; Lawrence E Samelson; Yuzuru Shiio; Julian D Watts; Bernd Wollscheid; Michael E Wright; Wei Yan; Lihong Yang; Eugene C Yi; Hui Zhang; Ruedi Aebersold
Journal:  Genome Biol       Date:  2004-12-10       Impact factor: 13.583

10.  A mass-tolerant database search identifies a large proportion of unassigned spectra in shotgun proteomics as modified peptides.

Authors:  Joel M Chick; Deepak Kolippakkam; David P Nusinow; Bo Zhai; Ramin Rad; Edward L Huttlin; Steven P Gygi
Journal:  Nat Biotechnol       Date:  2015-06-15       Impact factor: 54.908

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  2 in total

1.  Multiaspect Examinations of Possible Alternative Mappings of Identified Variant Peptides: A Case Study on the HEK293 Cell Line.

Authors:  Wai-Kok Choong; Ting-Yi Sung
Journal:  ACS Omega       Date:  2022-05-02

2.  Changes in the process of alternative RNA splicing results in soluble B and T lymphocyte attenuator with biological and clinical implications in critical illness.

Authors:  Sean F Monaghan; Debasree Banerjee; Chun-Shiang Chung; Joanne Lomas-Neira; Kamil J Cygan; Christy L Rhine; William G Fairbrother; Daithi S Heffernan; Mitchell M Levy; William G Cioffi; Alfred Ayala
Journal:  Mol Med       Date:  2018-06-18       Impact factor: 6.354

  2 in total

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