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Structural dynamics is a determinant of the functional significance of missense variants

Accurate evaluation of the effect of point mutations on protein function is essential to assessing the genesis and prognosis of many inherited diseases and cancer types. Currently, a wealth of computational tools has been developed for pathogenicity prediction. Two major types of data are used to th...

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Detalles Bibliográficos
Autores principales: Ponzoni, Luca, Bahar, Ivet
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5910821/
https://www.ncbi.nlm.nih.gov/pubmed/29610305
http://dx.doi.org/10.1073/pnas.1715896115
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author Ponzoni, Luca
Bahar, Ivet
author_facet Ponzoni, Luca
Bahar, Ivet
author_sort Ponzoni, Luca
collection PubMed
description Accurate evaluation of the effect of point mutations on protein function is essential to assessing the genesis and prognosis of many inherited diseases and cancer types. Currently, a wealth of computational tools has been developed for pathogenicity prediction. Two major types of data are used to this aim: sequence conservation/evolution and structural properties. Here, we demonstrate in a systematic way that another determinant of the functional impact of missense variants is the protein’s structural dynamics. Measurable improvement is shown in pathogenicity prediction by taking into consideration the dynamical context and implications of the mutation. Our study suggests that the class of dynamics descriptors introduced here may be used in conjunction with existing features to not only increase the prediction accuracy of the impact of variants on biological function, but also gain insight into the physical basis of the effect of missense variants.
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spelling pubmed-59108212018-04-25 Structural dynamics is a determinant of the functional significance of missense variants Ponzoni, Luca Bahar, Ivet Proc Natl Acad Sci U S A Biological Sciences Accurate evaluation of the effect of point mutations on protein function is essential to assessing the genesis and prognosis of many inherited diseases and cancer types. Currently, a wealth of computational tools has been developed for pathogenicity prediction. Two major types of data are used to this aim: sequence conservation/evolution and structural properties. Here, we demonstrate in a systematic way that another determinant of the functional impact of missense variants is the protein’s structural dynamics. Measurable improvement is shown in pathogenicity prediction by taking into consideration the dynamical context and implications of the mutation. Our study suggests that the class of dynamics descriptors introduced here may be used in conjunction with existing features to not only increase the prediction accuracy of the impact of variants on biological function, but also gain insight into the physical basis of the effect of missense variants. National Academy of Sciences 2018-04-17 2018-04-02 /pmc/articles/PMC5910821/ /pubmed/29610305 http://dx.doi.org/10.1073/pnas.1715896115 Text en Copyright © 2018 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/ This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) .
spellingShingle Biological Sciences
Ponzoni, Luca
Bahar, Ivet
Structural dynamics is a determinant of the functional significance of missense variants
title Structural dynamics is a determinant of the functional significance of missense variants
title_full Structural dynamics is a determinant of the functional significance of missense variants
title_fullStr Structural dynamics is a determinant of the functional significance of missense variants
title_full_unstemmed Structural dynamics is a determinant of the functional significance of missense variants
title_short Structural dynamics is a determinant of the functional significance of missense variants
title_sort structural dynamics is a determinant of the functional significance of missense variants
topic Biological Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5910821/
https://www.ncbi.nlm.nih.gov/pubmed/29610305
http://dx.doi.org/10.1073/pnas.1715896115
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