Literature DB >> 21526843

MSSimulator: Simulation of mass spectrometry data.

Chris Bielow1, Stephan Aiche, Sandro Andreotti, Knut Reinert.   

Abstract

Mass spectrometry coupled to liquid chromatography (LC-MS and LC-MS/MS) is commonly used to analyze the protein content of biological samples in large scale studies, enabling quantitation and identification of proteins and peptides using a wide range of experimental protocols, algorithms, and statistical models to analyze the data. Currently it is difficult to compare the plethora of algorithms for these tasks. So far, curated benchmark data exists for peptide identification algorithms but data that represents a ground truth for the evaluation of LC-MS data is limited. Hence there have been attempts to simulate such data in a controlled fashion to evaluate and compare algorithms. We present MSSimulator, a simulation software for LC-MS and LC-MS/MS experiments. Starting from a list of proteins from a FASTA file, the simulation will perform in-silico digestion, retention time prediction, ionization filtering, and raw signal simulation (including MS/MS), while providing many options to change the properties of the resulting data like elution profile shape, resolution and sampling rate. Several protocols for SILAC, iTRAQ or MS(E) are available, in addition to the usual label-free approach, making MSSimulator the most comprehensive simulator for LC-MS and LC-MS/MS data.

Mesh:

Substances:

Year:  2011        PMID: 21526843     DOI: 10.1021/pr200155f

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


  19 in total

1.  MSAcquisitionSimulator: data-dependent acquisition simulator for LC-MS shotgun proteomics.

Authors:  Dennis Goldfarb; Wei Wang; Michael B Major
Journal:  Bioinformatics       Date:  2015-12-17       Impact factor: 6.937

2.  MaSS-Simulator: A Highly Configurable Simulator for Generating MS/MS Datasets for Benchmarking of Proteomics Algorithms.

Authors:  Muaaz Gul Awan; Fahad Saeed
Journal:  Proteomics       Date:  2018-09-28       Impact factor: 3.984

3.  A study of the properties of Gaussian mixture model for stable isotope standard quantification in MALDI-TOF MS.

Authors:  John Christian G Spainhour; Michael G Janech; Viswanathan Ramakrishnan
Journal:  Commun Stat Simul Comput       Date:  2018-01-30       Impact factor: 1.118

4.  Accelerating Lipidomic Method Development through in Silico Simulation.

Authors:  Paul D Hutchins; Jason D Russell; Joshua J Coon
Journal:  Anal Chem       Date:  2019-07-25       Impact factor: 6.986

5.  An Efficient Dynamic Programming Algorithm for Phosphorylation Site Assignment of Large-Scale Mass Spectrometry Data.

Authors:  Fahad Saeed; Trairak Pisitkun; Jason D Hoffert; Guanghui Wang; Marjan Gucek; Mark A Knepper
Journal:  Proceedings (IEEE Int Conf Bioinformatics Biomed)       Date:  2012-10-04

6.  Testing and Validation of Computational Methods for Mass Spectrometry.

Authors:  Laurent Gatto; Kasper D Hansen; Michael R Hoopmann; Henning Hermjakob; Oliver Kohlbacher; Andreas Beyer
Journal:  J Proteome Res       Date:  2015-11-17       Impact factor: 4.466

7.  A Protein Standard That Emulates Homology for the Characterization of Protein Inference Algorithms.

Authors:  Matthew The; Fredrik Edfors; Yasset Perez-Riverol; Samuel H Payne; Michael R Hoopmann; Magnus Palmblad; Björn Forsström; Lukas Käll
Journal:  J Proteome Res       Date:  2018-04-16       Impact factor: 4.466

8.  Comparison of 4-plex to 8-plex iTRAQ quantitative measurements of proteins in human plasma samples.

Authors:  Gwenael Pottiez; Jayme Wiederin; Howard S Fox; Pawel Ciborowski
Journal:  J Proteome Res       Date:  2012-05-30       Impact factor: 4.466

9.  Inferring proteolytic processes from mass spectrometry time series data using degradation graphs.

Authors:  Stephan Aiche; Knut Reinert; Christof Schütte; Diana Hildebrand; Hartmut Schlüter; Tim O F Conrad
Journal:  PLoS One       Date:  2012-07-17       Impact factor: 3.240

10.  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

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