Please use this identifier to cite or link to this item:
Title: Unraveling tobacco BY-2 protein complexes with BN PAGE/LC-MS/MS and clustering methods
Authors: Remmerie, Noor
De Vijlder, Thomas
Laukens, Kris
SMETS, Koen 
Vreeken, Jilles
Mertens, Inge
Carpentier, Sebastien C.
Panis, Bart
De Jaeger, Geert
Blust, Ronny
Prinsen, Els
Witters, Erwin
Issue Date: 2011
Source: JOURNAL OF PROTEOMICS, 74(8). p. 1201-1217
Abstract: To understand physiological processes, insight into protein complexes is very important. Through a combination of blue native gel electrophoresis and LC-MS/MS, we were able to isolate protein complexes and identify their potential subunits from Nicotiana tabacum cv. Bright Yellow-2. For this purpose, a bioanalytical approach was used that works without a priori knowledge of the interacting proteins. Different clustering methods (e.g., k-means and hierarchical clustering) and a biclustering approach were evaluated according to their ability to group proteins by their migration profile and to correlate the proteins to a specific complex. The biclustering approach was identified as a very powerful tool for the exploration of protein complexes of whole cell lysates since it allows for the promiscuous nature of proteins. Furthermore, it searches for associations between proteins that co-occur frequently throughout the BN gel, which increases the confidence of the putative associations between co-migrating proteins. The statistical significance and biological relevance of the profile clusters were verified using functional gene ontology annotation. The proof of concept for identifying protein complexes by our BN PAGE/LC-MS/MS approach is provided through the analysis of known protein complexes. Both well characterized long-lived protein complexes as well as potential temporary sequential multi-enzyme complexes were characterized. (C) 2011 Elsevier B.V. All rights reserved.
Notes: [Remmerie, N; De Vijlder, T; Valkenborg, D; Mertens, I; Witters, E] Univ Antwerp, Ctr Prote, B-2020 Antwerp, Belgium [Remmerie, N; De Vijlder, T; Prinsen, E] Univ Antwerp, Dept Biol, Lab Plant Growth & Dev, B-2020 Antwerp, Belgium [Valkenborg, D; Mertens, I; Witters, E] Vlaamse Instelling Technol Onderzoek, B-2400 Mol, Belgium [Valkenborg, D] Hasselt Univ, Interuniv Inst Biostat & Stat Bioinformat, B-3590 Diepenbeek, Belgium [Laukens, K] Univ Antwerp, Dept Math & Comp Sci, Intelligent Syst Lab, B-2020 Antwerp, Belgium [Laukens, K] Biomed Informat Res Ctr Antwerp Biomina, B-2650 Edegem, Belgium [Carpentier, SC; Panis, B] Katholieke Univ Leuven, Dept Biosyst, Div Crop Biotech, B-3001 Heverlee, Belgium [De Jaeger, G] Univ Ghent VIB, Dept Plant Syst Biol, B-9052 Ghent, Belgium [De Jaeger, G] Univ Ghent, Dept Plant Biotechnol & Genet, B-9052 Ghent, Belgium [Blust, R; Witters, E] Univ Antwerp, Dept Biol, Lab Ecophysiol Biochem & Toxicol, B-2020 Antwerp, Belgium
Keywords: Blue native gel electrophoresis; Liquid chromatography; Clustering; Data mining; Nicotiana tabacum cv. Bright Yellow-2; Protein complexes
Document URI:
ISSN: 1874-3919
e-ISSN: 1876-7737
DOI: 10.1016/j.jprot.2011.03.023
ISI #: 000294591500005
Category: A1
Type: Journal Contribution
Validations: ecoom 2012
Appears in Collections:Research publications

Show full item record


checked on Sep 2, 2020


checked on May 14, 2022

Page view(s)

checked on May 17, 2022

Google ScholarTM



Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.