Literature DB >> 21417338

MassWiz: a novel scoring algorithm with target-decoy based analysis pipeline for tandem mass spectrometry.

Amit Kumar Yadav1, Dhirendra Kumar, Debasis Dash.   

Abstract

Mass spectrometry has made rapid advances in the recent past and has become the preferred method for proteomics. Although many open source algorithms for peptide identification exist, such as X!Tandem and OMSSA, it has majorly been a domain of proprietary software. There is a need for better, freely available, and configurable algorithms that can help in identifying the correct peptides while keeping the false positives to a minimum. We have developed MassWiz, a novel empirical scoring function that gives appropriate weights to major ions, continuity of b-y ions, intensities, and the supporting neutral losses based on the instrument type. We tested MassWiz accuracy on 486,882 spectra from a standard mixture of 18 proteins generated on 6 different instruments downloaded from the Seattle Proteome Center public repository. We compared the MassWiz algorithm with Mascot, Sequest, OMSSA, and X!Tandem at 1% FDR. MassWiz outperformed all in the largest data set (AGILENT XCT) and was second only to Mascot in the other data sets. MassWiz showed good performance in the analysis of high confidence peptides, i.e., those identified by at least three algorithms. We also analyzed a yeast data set containing 106,133 spectra downloaded from the NCBI Peptidome repository and got similar results. The results demonstrate that MassWiz is an effective algorithm for high-confidence peptide identification without compromising on the number of assignments. MassWiz is open-source, versatile, and easily configurable.

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Year:  2011        PMID: 21417338     DOI: 10.1021/pr200031z

Source DB:  PubMed          Journal:  J Proteome Res        ISSN: 1535-3893            Impact factor:   4.466


  9 in total

1.  Peptide Peak Detection for Low Resolution MALDI-TOF Mass Spectrometry.

Authors:  Jingwen Yao; Shin-Ichi Utsunomiya; Shigeki Kajihara; Tsuyoshi Tabata; Ken Aoshima; Yoshiya Oda; Koichi Tanaka
Journal:  Mass Spectrom (Tokyo)       Date:  2014-08-23

2.  Proteogenomic analysis of Bradyrhizobium japonicum USDA110 using GenoSuite, an automated multi-algorithmic pipeline.

Authors:  Dhirendra Kumar; Amit Kumar Yadav; Puneet Kumar Kadimi; Shivashankar H Nagaraj; Sean M Grimmond; Debasis Dash
Journal:  Mol Cell Proteomics       Date:  2013-07-23       Impact factor: 5.911

3.  Proteogenomic analysis of Mycobacterium tuberculosis by high resolution mass spectrometry.

Authors:  Dhanashree S Kelkar; Dhirendra Kumar; Praveen Kumar; Lavanya Balakrishnan; Babylakshmi Muthusamy; Amit Kumar Yadav; Priyanka Shrivastava; Arivusudar Marimuthu; Sridhar Anand; Hema Sundaram; Reena Kingsbury; H C Harsha; Bipin Nair; T S Keshava Prasad; Devendra Singh Chauhan; Kiran Katoch; Vishwa Mohan Katoch; Prahlad Kumar; Raghothama Chaerkady; Srinivasan Ramachandran; Debasis Dash; Akhilesh Pandey
Journal:  Mol Cell Proteomics       Date:  2011-10-03       Impact factor: 5.911

4.  Integrated Transcriptomic-Proteomic Analysis Using a Proteogenomic Workflow Refines Rat Genome Annotation.

Authors:  Dhirendra Kumar; Amit Kumar Yadav; Xinying Jia; Jason Mulvenna; Debasis Dash
Journal:  Mol Cell Proteomics       Date:  2015-11-11       Impact factor: 5.911

5.  A systematic analysis of eluted fraction of plasma post immunoaffinity depletion: implications in biomarker discovery.

Authors:  Amit Kumar Yadav; Gourav Bhardwaj; Trayambak Basak; Dhirendra Kumar; Shadab Ahmad; Ruby Priyadarshini; Ashish Kumar Singh; Debasis Dash; Shantanu Sengupta
Journal:  PLoS One       Date:  2011-09-07       Impact factor: 3.240

6.  Learning from decoys to improve the sensitivity and specificity of proteomics database search results.

Authors:  Amit Kumar Yadav; Dhirendra Kumar; Debasis Dash
Journal:  PLoS One       Date:  2012-11-26       Impact factor: 3.240

7.  Dispec: a novel peptide scoring algorithm based on peptide matching discriminability.

Authors:  Chuan-Le Xiao; Xiao-Zhou Chen; Yang-Li Du; Zhe-Fu Li; Li Wei; Gong Zhang; Qing-Yu He
Journal:  PLoS One       Date:  2013-05-13       Impact factor: 3.240

8.  Evaluation of database search programs for accurate detection of neuropeptides in tandem mass spectrometry experiments.

Authors:  Malik N Akhtar; Bruce R Southey; Per E Andrén; Jonathan V Sweedler; Sandra L Rodriguez-Zas
Journal:  J Proteome Res       Date:  2012-11-06       Impact factor: 4.466

9.  Computational Convolution of SELDI Data for the Diagnosis of Alzheimer's Disease.

Authors:  Destiny E O Anyaiwe; Gautam B Singh; George D Wilson; Timothy J Geddes
Journal:  High Throughput       Date:  2018-05-17
  9 in total

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