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PMID: 16738133 Published · epublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S. Validation Study

Protein complex compositions predicted by structural similarity.

Nucleic acids research ·Vol. 34 ·No. 10 ·2006-00-00 ·Pages 2943-52

Davis FP, Braberg H, Shen MY, Pieper U, Sali A, Madhusudhan MS

Abstract

Proteins function through interactions with other molecules. Thus, the network of physical interactions among proteins is of great interest to both experimental and computational biologists. Here we present structure-based predictions of 3387 binary and 1234 higher order protein complexes in Saccharomyces cerevisiae involving 924 and 195 proteins, respectively. To generate candidate complexes, comparative models of individual proteins were built and combined together using complexes of known structure as templates. These candidate complexes were then assessed using a statistical potential, derived from binary domain interfaces in PIBASE (http://salilab.org/pibase). The statistical potential discriminated a benchmark set of 100 interface structures from a set of sequence-randomized negative examples with a false positive rate of 3% and a true positive rate of 97%. Moreover, the predicted complexes were also filtered using functional annotation and sub-cellular localization data. The ability of the method to select the correct binding mode among alternates is demonstrated for three camelid VHH domain-porcine alpha-amylase interactions. We also highlight the prediction of co-complexed domain superfamilies that are not present in template complexes. Through integration with MODBASE, the application of the method to proteomes that are less well characterized than that of S.cerevisiae will contribute to expansion of the structural and functional coverage of protein interaction space. The predicted complexes are deposited in MODBASE (http://salilab.org/modbase).

MeSH Terms
Algorithms Computational Biology/methods Models, Molecular Multiprotein Complexes/chemistry,metabolism Protein Binding Protein Interaction Mapping/methods Protein Structure, Tertiary ROC Curve Saccharomyces cerevisiae Proteins/chemistry,metabolism alpha-Amylases/chemistry,metabolism
Chemicals
Multiprotein Complexes Saccharomyces cerevisiae Proteins alpha-Amylases
Authors & Affiliations
6 authors, click to expand affiliations / ORCID
Davis Fred P
Department of Biopharmaceutical Sciences, California Institute for Quantitative Biomedical Research, University of California San Francisco, 1700 4th Street, Byers Hall, San Francisco, CA 94143-2552, USA.
Braberg Hannes
Shen Min-Yi
Pieper Ursula
Sali Andrej
Madhusudhan M S
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Article Info
Journal
Nucleic acids research
Abbr.
Nucleic Acids Res
ISSN
1362-4962
Published
2006-00-00
Epub
2006-00-31
Pages
2943-52
Language
English
Region
England
NLM ID
0411011
PMCID
PMC1474056
Subset
IM
Grants
NIAID NIH HHS · P01 AI035707 · United States
NCRR NIH HHS · U54 RR022220 · United States
NIAID NIH HHS · AI035707 · United States
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