Docking and scoring protein complexes: CAPRI 3rd Edition
Marc F. Lensink, Raúl Méndez, Shoshana J. Wodak
Proteins Structure Function and Bioinformatics, Vol. 69, Issue 4, pp. 704–718 (2007)
10.1002/prot.21804
PMID: 17918726
Abstract
The performance of methods for predicting protein-protein interactions at the atomic scale is assessed by evaluating blind predictions performed during 2005-2007 as part of Rounds 6-12 of the community-wide experiment on Critical Assessment of PRedicted Interactions (CAPRI). These Rounds also included a new scoring experiment, where a larger set of models contributed by the predictors was made available to groups developing scoring functions. These groups scored the uploaded set and submitted their own best models for assessment. The structures of nine protein complexes including one homodimer were used as targets. These targets represent biologically relevant interactions involved in gene expression, signal transduction, RNA, or protein processing and membrane maintenance. For all the targets except one, predictions started from the experimentally determined structures of the free (unbound) components or from models derived by homology, making it mandatory for docking methods to model the conformational changes that often accompany association. In total, 63 groups and eight automatic servers, a substantial increase from previous years, submitted docking predictions, of which 1994 were evaluated here. Fifteen groups submitted 305 models for five targets in the scoring experiment. Assessment of the predictions reveals that 31 different groups produced models of acceptable and medium accuracy-but only one high accuracy submission-for all the targets, except the homodimer. In the latter, none of the docking procedures reproduced the large conformational adjustment required for correct assembly, underscoring yet again that handling protein flexibility remains a major challenge. In the scoring experiment, a large fraction of the groups attained the set goal of singling out the correct association modes from incorrect solutions in the limited ensembles of contributed models. But in general they seemed unable to identify the best models, indicating that current scoring methods are probably not sensitive enough. With the increased focus on protein assemblies, in particular by structural genomics efforts, the growing community of CAPRI predictors is engaged more actively than ever in the development of better scoring functions and means of modeling conformational flexibility, which hold promise for much progress in the future.
Topics
Field: Materials Science · Subfield: Materials Chemistry
Keywords
Docking (animal),Computational biology,Computer science,Artificial intelligence,Machine learning,Biology,Medicine
MeSH Terms
UN Sustainable Development Goals
- Partnerships for the goals (0.51)
All Available Versions
- Landing page — Proteins Structure Function and Bioinformatics publishedVersion
- Landing page — PubMed publishedVersion
- PDF Landing page — Dépôt institutionnel de l'Université libre de Bruxelles (Université Libre de Bruxelles) submittedVersion
Citations by Year
| 2026 | 2025 | 2024 | 2023 | 2022 | 2021 | 2020 | 2019 | 2018 | 2017 |
|---|---|---|---|---|---|---|---|---|---|
| 3 | 13 | 11 | 15 | 17 | 16 | 22 | 23 | 7 | 18 |
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- Structure validation by Cα geometry: ϕ,ψ and Cβ deviation 2003 · 4651
- Essential dynamics of proteins 1993 · 3540
- Docking and scoring protein complexes: CAPRI 3rd Edition 2007 · 355
- Molecular docking as a popular tool in drug design, an in silico travel 2016 · 352
- Assessment of CAPRI predictions in rounds 3–5 shows progress in docking procedures 2005 · 347
- Docking, scoring, and affinity prediction in CAPRI 2013 · 252
- Modeling protein–protein and protein–peptide complexes: CAPRI 6th edition 2016 · 239
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