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ProQM-resample: improved model quality assessment for membrane proteins by limited conformational sampling

Summary: Model Quality Assessment Programs (MQAPs) are used to predict the quality of modeled protein structures. These usually use two approaches: methods using consensus of many alternative models and methods requiring only a single model to do its prediction. The consensus methods are useful to i...

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Autor principal: Wallner, Björn
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4103597/
https://www.ncbi.nlm.nih.gov/pubmed/24713439
http://dx.doi.org/10.1093/bioinformatics/btu187
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author Wallner, Björn
author_facet Wallner, Björn
author_sort Wallner, Björn
collection PubMed
description Summary: Model Quality Assessment Programs (MQAPs) are used to predict the quality of modeled protein structures. These usually use two approaches: methods using consensus of many alternative models and methods requiring only a single model to do its prediction. The consensus methods are useful to improve overall accuracy; however, they frequently fail to pick out the best possible model and cannot be used to generate and score new structures. Single-model methods, on the other hand, do not have these inherent shortcomings and can be used to both sample new structures and improve existing consensus methods. Here, we present ProQM-resample, a membrane protein-specific single-model MQAP, that couples side-chain resampling with MQAP rescoring by ProQM to improve model selection. The side-chain resampling is able to improve side-chain packing for 96% of all models, and improve model selection by 24% as measured by the sum of the Z-score for the first-ranked model (from 25.0 to 31.1), even better than the state-of-the-art consensus method Pcons. The improved model selection can be attributed to the improved side-chain quality, which enables the MQAP to rescue good backbone models with poor side-chain packing. Availability and implementation: http://proqm.wallnerlab.org/download/. Contact: bjornw@ifm.liu.se Supplementary information: Supplementary data are available at Bioinformatics online.
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spelling pubmed-41035972014-07-18 ProQM-resample: improved model quality assessment for membrane proteins by limited conformational sampling Wallner, Björn Bioinformatics Applications Notes Summary: Model Quality Assessment Programs (MQAPs) are used to predict the quality of modeled protein structures. These usually use two approaches: methods using consensus of many alternative models and methods requiring only a single model to do its prediction. The consensus methods are useful to improve overall accuracy; however, they frequently fail to pick out the best possible model and cannot be used to generate and score new structures. Single-model methods, on the other hand, do not have these inherent shortcomings and can be used to both sample new structures and improve existing consensus methods. Here, we present ProQM-resample, a membrane protein-specific single-model MQAP, that couples side-chain resampling with MQAP rescoring by ProQM to improve model selection. The side-chain resampling is able to improve side-chain packing for 96% of all models, and improve model selection by 24% as measured by the sum of the Z-score for the first-ranked model (from 25.0 to 31.1), even better than the state-of-the-art consensus method Pcons. The improved model selection can be attributed to the improved side-chain quality, which enables the MQAP to rescue good backbone models with poor side-chain packing. Availability and implementation: http://proqm.wallnerlab.org/download/. Contact: bjornw@ifm.liu.se Supplementary information: Supplementary data are available at Bioinformatics online. Oxford University Press 2014-08-01 2014-04-08 /pmc/articles/PMC4103597/ /pubmed/24713439 http://dx.doi.org/10.1093/bioinformatics/btu187 Text en © The Author 2014. Published by Oxford University Press. http://creativecommons.org/licenses/by/3.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Applications Notes
Wallner, Björn
ProQM-resample: improved model quality assessment for membrane proteins by limited conformational sampling
title ProQM-resample: improved model quality assessment for membrane proteins by limited conformational sampling
title_full ProQM-resample: improved model quality assessment for membrane proteins by limited conformational sampling
title_fullStr ProQM-resample: improved model quality assessment for membrane proteins by limited conformational sampling
title_full_unstemmed ProQM-resample: improved model quality assessment for membrane proteins by limited conformational sampling
title_short ProQM-resample: improved model quality assessment for membrane proteins by limited conformational sampling
title_sort proqm-resample: improved model quality assessment for membrane proteins by limited conformational sampling
topic Applications Notes
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4103597/
https://www.ncbi.nlm.nih.gov/pubmed/24713439
http://dx.doi.org/10.1093/bioinformatics/btu187
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