MSstats: an R package for statistical analysis of quantitative mass spectrometry-based proteomic experiments

被引:703
作者
Choi, Meena [1 ]
Chang, Ching-Yun [1 ]
Clough, Timothy [1 ]
Broudy, Daniel [2 ]
Killeen, Trevor [2 ]
MacLean, Brendan [2 ]
Vitek, Olga [1 ,3 ]
机构
[1] Purdue Univ, Dept Stat, W Lafayette, IN 47907 USA
[2] Univ Washington, Dept Genome Sci, Seattle, WA 98195 USA
[3] Purdue Univ, Dept Comp Sci, W Lafayette, IN 47907 USA
基金
美国国家科学基金会;
关键词
D O I
10.1093/bioinformatics/btu305
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A Summary: MSstats is an R package for statistical relative quantification of proteins and peptides in mass spectrometry-based proteomics. Version 2.0 of MSstats supports label-free and label-based experimental workflows and data-dependent, targeted and data-independent spectral acquisition. It takes as input identified and quantified spectral peaks, and outputs a list of differentially abundant peptides or proteins, or summaries of peptide or protein relative abundance. MSstats relies on a flexible family of linear mixed models.
引用
收藏
页码:2524 / 2526
页数:3
相关论文
共 6 条
[1]   A framework for installable external tools in Skyline [J].
Broudy, Daniel ;
Killeen, Trevor ;
Choi, Meena ;
Shulman, Nicholas ;
Mani, Deepak R. ;
Abbatiello, Susan E. ;
Mani, Deepak ;
Ahmad, Rushdy ;
Sahu, Alexandria K. ;
Schilling, Birgit ;
Tamura, Kaipo ;
Boss, Yuval ;
Sharma, Vagisha ;
Gibson, Bradford W. ;
Carr, Steven A. ;
Vitek, Olga ;
MacCoss, Michael J. ;
MacLean, Brendan .
BIOINFORMATICS, 2014, 30 (17) :2521-2523
[2]   Protein Significance Analysis in Selected Reaction Monitoring (SRM) Measurements [J].
Chang, Ching-Yun ;
Picotti, Paola ;
Huettenhain, Ruth ;
Heinzelmann-Schwarz, Viola ;
Jovanovic, Marko ;
Aebersold, Ruedi ;
Vitek, Olga .
MOLECULAR & CELLULAR PROTEOMICS, 2012, 11 (04)
[3]   Statistical protein quantification and significance analysis in label-free LC-MS experiments with complex designs [J].
Clough, Timothy ;
Thaminy, Safia ;
Ragg, Susanne ;
Aebersold, Ruedi ;
Vitek, Olga .
BMC BIOINFORMATICS, 2012, 13 :S6
[4]   MSnbase-an R/Bioconductor package for isobaric tagged mass spectrometry data visualization, processing and quantitation [J].
Gatto, Laurent ;
Lilley, Kathryn S. .
BIOINFORMATICS, 2012, 28 (02) :288-289
[5]   Computational Mass Spectrometry-Based Proteomics [J].
Kall, Lukas ;
Vitek, Olga .
PLOS COMPUTATIONAL BIOLOGY, 2011, 7 (12)
[6]   Automated selected reaction monitoring data analysis workflow for large-scale targeted proteomic studies [J].
Surinova, Silvia ;
Huettenhain, Ruth ;
Chang, Ching-Yun ;
Espona, Lucia ;
Vitek, Olga ;
Aebersold, Ruedi .
NATURE PROTOCOLS, 2013, 8 (08) :1602-1619