LOGICOIL—multi-state prediction of coiled-coil oligomeric state
Abstract
Motivation: The coiled coil is a ubiquitous α-helical protein-structure domain that directs and facilitates protein–protein interactions in a wide variety of biological processes. At the protein-sequence level, the coiled coil is readily recognized via a conspicuous heptad repeat of hydrophobic and polar residues. However, structurally coiled coils are more complicated, existing in a wide range of oligomer states and topologies. As a consequence, predicting these various states from sequence remains an unmet challenge. Results: This work introduces LOGICOIL, the first algorithm to address the problem of predicting multiple coiled-coil oligomeric states from protein-sequence information alone. By covering >90% of the known coiled-coil structures, LOGICOIL is a net improvement compared with other existing methods, which achieve a predictive coverage of ∼31% of this population. This leap in predictive power offers better opportunities for genome-scale analysis, and analyses of coiled-coil containing protein assemblies. Availability: LOGICOIL is available via a web-interface at http://coiledcoils.chm.bris.ac.uk/LOGICOIL. Source code, training sets and supporting information can be downloaded from the same site. Contact: D.N.Woolfson@bristol.ac.uk Supplementary information: Supplementary data are available at Bioinformatics online.
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Further studies expanded predictions to higher order oligomerization states (up to pentamers) and alternative topologies.
“Further studies expanded predictions to higher order oligomerization states (up to pentamers) and alternative topologies.40−42”
From Assessment of the Topology and Oligomerisation States of Coiled Coils Using Metadynamics with Conformational Restraints (2025) · cites this paper as [41]
Cites
A Switch Between Two-, Three-, and Four-stranded Coiled Coils in GCN4 Leucine Zipper Mutants
Harbury, P. B., Zhang, T., Kim, P. S., & Alber, T. (1993) · Science · doi:10.1126/science.8248779 · Cited by 1,490 · see citing works
Walshaw, J., & Woolfson, D. N. (2001) · Journal of Molecular Biology · doi:10.1006/jmbi.2001.4545 · Cited by 357 · see citing works
Self-citationExtended knobs-into-holes packing in classical and complex coiled-coil assemblies☆
Walshaw, J., & Woolfson, D. N. (2003) · Journal of Structural Biology · doi:10.1016/j.jsb.2003.10.014 · Cited by 104 · see citing works
Self-citationTrigg, J., Gutwin, K., Keating, A. E., & Berger, B. (2011) · PLoS One · doi:10.1371/journal.pone.0023519 · Cited by 91 · cited 1× · see citing works
“Multicoil2 (Trigg et al., 2011) and its predecessor MultiCoil (Wolf et al.”
BackgroundSCORER 2.0: an algorithm for distinguishing parallel dimeric and trimeric coiled-coil sequences
Armstrong, C. T., Vincent, T. L., Green, P. J., & Woolfson, D. N. (2011) · Bioinformatics · doi:10.1093/bioinformatics/btr299 · Cited by 49 · see citing works
Self-citationMahrenholz, C. C., Abfalter, I. G., Bodenhofer, U., Volkmer, R., & Hochreiter, S. (2011) · Molecular & Cellular Proteomics · doi:10.1074/mcp.m110.004994 · Cited by 47 · cited 2× · see citing works
“Pairwise interaction effects have been included in other algorithms that aim to predict coiled-coil oligomeric state, but these are limited to two-state predictors and have yet be extended to multinomial classification (Wolf et al., 1997; Mahrenholz et al., 2011).”
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Coiled-Coil Design: Updated and Upgraded
Woolfson, D. N. (2017) · Subcellular Biochemistry · doi:10.1007/978-3-319-49674-0_2 · Cited by 149 · see citing works
Self-citationUnderstanding a protein fold: The physics, chemistry, and biology of α-helical coiled coils
Woolfson, D. N. (2023) · Journal of Biological Chemistry · doi:10.1016/j.jbc.2023.104579 · Cited by 106 · see citing works
“However, the following are currently available: LOGICOIL (63) (http://coiledcoils.chm.bris.ac.uk/LOGICOIL/) and Multicoil2 (64) (http://cb.csail.mit.edu/cb/multicoil2/cgi-bin/ multicoil2.cgi).”
Self-citationRämisch, S., Lizatović, R., & André, I. (2015) · Proteins: Structure, Function, and Bioinformatics · doi:10.1002/prot.24729 · Cited by 24 · see citing works
Critical assessment of coiled-coil predictions based on protein structure data
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Madaj, R., Martinez‐Goikoetxea, M., Kaminski, K., Ludwiczak, J., & Dunin‐Horkawicz, S. (2025) · Protein Science · doi:10.1002/pro.5244 · Cited by 23 · see citing works
Notari, E., Wood, C. W., & Michel, J. (2025) · Journal of Chemical Theory and Computation · doi:10.1021/acs.jctc.4c01695 · Cited by 4 · see citing works
- Authors
- Vincent, T. L., Green, P. J., & Woolfson, D. N.
- Affiliations
- University of Bristol (GB)
- ORCID
- Woolfson, Derek N.
- Venue
- Bioinformatics
- Publisher
- Oxford University Press (OUP)
- Published
- 2012-11-04
- Volume
- 29
- Issue
- 1
- Pages
- 69-76
- ISSN
- 1367-4803 (ISSN-L)
- 1367-4811
- OpenAlex
- W2125358782
- Cited by
- 103
- References
- 6
- Citations by year
- 2026: 2 · 2025: 6 · 2024: 6 · 2023: 6 · 2022: 10 · 2021: 13 · 2020: 7 · 2019: 7 · 2018: 7 · 2017: 12 · 2016: 3 · 2015: 10 · 2014: 12 · 2013: 2
- FWCI
- 3.08
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Bioinformatics (publishedVersion)
- PubMed (publishedVersion)
- UTS ePRESS (University of Technology Sydney) (submittedVersion)
- Explore Bristol Research (submittedVersion)
- Bristol Research (University of Bristol) (submittedVersion)
- Funders
- Engineering and Physical Sciences Research Council (EP/D063485/1)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Machine Learning in Bioinformatics
- Physical Sciences › Materials Science › Materials Chemistry › Enzyme Structure and Function
- Keywords
- coiled coil, protein structure prediction from sequence, heptad repeat, protein-protein interaction
- MeSH terms
- Algorithms, Bayes Theorem, Software, Protein Structure, Secondary, Sequence Analysis, Protein, Protein Multimerization
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