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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2018
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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. |
format | Online Article Text |
id | pubmed-5910821 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT ponzoniluca structuraldynamicsisadeterminantofthefunctionalsignificanceofmissensevariants AT baharivet structuraldynamicsisadeterminantofthefunctionalsignificanceofmissensevariants |