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PMID: 21131968 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

SAINT: probabilistic scoring of affinity purification-mass spectrometry data.

Nature methods ·Vol. 8 ·No. 1 ·2011-01-00 ·Pages 70-3

Choi H, Larsen B, Lin ZY, Breitkreutz A, Mellacheruvu D, Fermin D, Qin ZS, Tyers M, Gingras AC, Nesvizhskii AI

Abstract

We present 'significance analysis of interactome' (SAINT), a computational tool that assigns confidence scores to protein-protein interaction data generated using affinity purification-mass spectrometry (AP-MS). The method uses label-free quantitative data and constructs separate distributions for true and false interactions to derive the probability of a bona fide protein-protein interaction. We show that SAINT is applicable to data of different scales and protein connectivity and allows transparent analysis of AP-MS data.

MeSH Terms
Chromatography, Affinity/methods Computational Biology Computer Simulation Mass Spectrometry Probability Protein Binding Protein Interaction Mapping/methods Proteins/isolation & purification,metabolism
Chemicals
Proteins
Authors & Affiliations
10 authors, click to expand affiliations / ORCID
Choi Hyungwon
Department of Pathology, University of Michigan, Ann Arbor, Michigan, USA.
Larsen Brett
Lin Zhen-Yuan
Breitkreutz Ashton
Mellacheruvu Dattatreya
Fermin Damian
Qin Zhaohui S
Tyers Mike
Gingras Anne-Claude
Nesvizhskii Alexey I
References (15)
15 references, click to expand
  1. An approach to correlate tandem mass spectral data of peptides with amino acid sequences in a protein database.
    J Am Soc Mass Spectrom. 1994 Nov;5(11):976-89 PMID: 24226387
  2. Defining the human deubiquitinating enzyme interaction landscape.
    Cell. 2009 Jul 23;138(2):389-403 PMID: 19615732
  3. Network organization of the human autophagy system.
    Nature. 2010 Jul 1;466(7302):68-76 PMID: 20562859
  4. iRefWeb: interactive analysis of consolidated protein interaction data and their supporting evidence.
    Database (Oxford). 2010 Oct 12;2010:baq023 PMID: 20940177
  5. Global landscape of protein complexes in the yeast Saccharomyces cerevisiae.
    Nature. 2006 Mar 30;440(7084):637-43 PMID: 16554755
  6. Analysis and validation of proteomic data generated by tandem mass spectrometry.
    Nat Methods. 2007 Oct;4(10):787-97 PMID: 17901868
  7. Systematic analysis of the protein interaction network for the human transcription machinery reveals the identity of the 7SK capping enzyme.
    Mol Cell. 2007 Jul 20;27(2):262-74 PMID: 17643375
  8. Label-free, normalized quantification of complex mass spectrometry data for proteomic analysis.
    Nat Biotechnol. 2010 Jan;28(1):83-9 PMID: 20010810
  9. An integrated mass spectrometric and computational framework for the analysis of protein interaction networks.
    Nat Biotechnol. 2007 Mar;25(3):345-52 PMID: 17322870
  10. Quantitative proteomics combined with BAC TransgeneOmics reveals in vivo protein interactions.
    J Cell Biol. 2010 May 17;189(4):739-54 PMID: 20479470
  11. The BioGRID Interaction Database: 2008 update.
    Nucleic Acids Res. 2008 Jan;36(Database issue):D637-40 PMID: 18000002
  12. Large-scale mapping of human protein-protein interactions by mass spectrometry.
    Mol Syst Biol. 2007;3:89 PMID: 17353931
  13. Probabilistic assembly of human protein interaction networks from label-free quantitative proteomics.
    Proc Natl Acad Sci U S A. 2008 Feb 5;105(5):1454-9 PMID: 18218781
  14. A global protein kinase and phosphatase interaction network in yeast.
    Science. 2010 May 21;328(5981):1043-6 PMID: 20489023
  15. Proteome survey reveals modularity of the yeast cell machinery.
    Nature. 2006 Mar 30;440(7084):631-6 PMID: 16429126
Article Info
Journal
Nature methods
Abbr.
Nat Methods
ISSN
1548-7105
Published
2011-01-00
Epub
2010-00-05
Pages
70-3
Language
English
Region
United States
NLM ID
101215604
PMCID
PMC3064265
Subset
IM
Grants
NCI NIH HHS · R01-CA126239 · United States
CIHR · MOP-12246 · Canada
NCI NIH HHS · R01 CA126239 · United States
NIGMS NIH HHS · R01 GM094231 · United States
NCI NIH HHS · R01 CA126239-04 · United States
NIGMS NIH HHS · R01 GM094231-01 · United States
CIHR · MOP-84314 · Canada
NCRR NIH HHS · R01 RR024031 · United States
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