Cargando…

Protein Design Using Continuous Rotamers

Optimizing amino acid conformation and identity is a central problem in computational protein design. Protein design algorithms must allow realistic protein flexibility to occur during this optimization, or they may fail to find the best sequence with the lowest energy. Most design algorithms implem...

Descripción completa

Detalles Bibliográficos
Autores principales: Gainza, Pablo, Roberts, Kyle E., Donald, Bruce R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3257257/
https://www.ncbi.nlm.nih.gov/pubmed/22279426
http://dx.doi.org/10.1371/journal.pcbi.1002335
_version_ 1782221131240964096
author Gainza, Pablo
Roberts, Kyle E.
Donald, Bruce R.
author_facet Gainza, Pablo
Roberts, Kyle E.
Donald, Bruce R.
author_sort Gainza, Pablo
collection PubMed
description Optimizing amino acid conformation and identity is a central problem in computational protein design. Protein design algorithms must allow realistic protein flexibility to occur during this optimization, or they may fail to find the best sequence with the lowest energy. Most design algorithms implement side-chain flexibility by allowing the side chains to move between a small set of discrete, low-energy states, which we call rigid rotamers. In this work we show that allowing continuous side-chain flexibility (which we call continuous rotamers) greatly improves protein flexibility modeling. We present a large-scale study that compares the sequences and best energy conformations in 69 protein-core redesigns using a rigid-rotamer model versus a continuous-rotamer model. We show that in nearly all of our redesigns the sequence found by the continuous-rotamer model is different and has a lower energy than the one found by the rigid-rotamer model. Moreover, the sequences found by the continuous-rotamer model are more similar to the native sequences. We then show that the seemingly easy solution of sampling more rigid rotamers within the continuous region is not a practical alternative to a continuous-rotamer model: at computationally feasible resolutions, using more rigid rotamers was never better than a continuous-rotamer model and almost always resulted in higher energies. Finally, we present a new protein design algorithm based on the dead-end elimination (DEE) algorithm, which we call iMinDEE, that makes the use of continuous rotamers feasible in larger systems. iMinDEE guarantees finding the optimal answer while pruning the search space with close to the same efficiency of DEE. Availability: Software is available under the Lesser GNU Public License v3. Contact the authors for source code.
format Online
Article
Text
id pubmed-3257257
institution National Center for Biotechnology Information
language English
publishDate 2012
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-32572572012-01-25 Protein Design Using Continuous Rotamers Gainza, Pablo Roberts, Kyle E. Donald, Bruce R. PLoS Comput Biol Research Article Optimizing amino acid conformation and identity is a central problem in computational protein design. Protein design algorithms must allow realistic protein flexibility to occur during this optimization, or they may fail to find the best sequence with the lowest energy. Most design algorithms implement side-chain flexibility by allowing the side chains to move between a small set of discrete, low-energy states, which we call rigid rotamers. In this work we show that allowing continuous side-chain flexibility (which we call continuous rotamers) greatly improves protein flexibility modeling. We present a large-scale study that compares the sequences and best energy conformations in 69 protein-core redesigns using a rigid-rotamer model versus a continuous-rotamer model. We show that in nearly all of our redesigns the sequence found by the continuous-rotamer model is different and has a lower energy than the one found by the rigid-rotamer model. Moreover, the sequences found by the continuous-rotamer model are more similar to the native sequences. We then show that the seemingly easy solution of sampling more rigid rotamers within the continuous region is not a practical alternative to a continuous-rotamer model: at computationally feasible resolutions, using more rigid rotamers was never better than a continuous-rotamer model and almost always resulted in higher energies. Finally, we present a new protein design algorithm based on the dead-end elimination (DEE) algorithm, which we call iMinDEE, that makes the use of continuous rotamers feasible in larger systems. iMinDEE guarantees finding the optimal answer while pruning the search space with close to the same efficiency of DEE. Availability: Software is available under the Lesser GNU Public License v3. Contact the authors for source code. Public Library of Science 2012-01-12 /pmc/articles/PMC3257257/ /pubmed/22279426 http://dx.doi.org/10.1371/journal.pcbi.1002335 Text en Gainza et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Gainza, Pablo
Roberts, Kyle E.
Donald, Bruce R.
Protein Design Using Continuous Rotamers
title Protein Design Using Continuous Rotamers
title_full Protein Design Using Continuous Rotamers
title_fullStr Protein Design Using Continuous Rotamers
title_full_unstemmed Protein Design Using Continuous Rotamers
title_short Protein Design Using Continuous Rotamers
title_sort protein design using continuous rotamers
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3257257/
https://www.ncbi.nlm.nih.gov/pubmed/22279426
http://dx.doi.org/10.1371/journal.pcbi.1002335
work_keys_str_mv AT gainzapablo proteindesignusingcontinuousrotamers
AT robertskylee proteindesignusingcontinuousrotamers
AT donaldbrucer proteindesignusingcontinuousrotamers