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regSNPs-splicing: a tool for prioritizing synonymous single-nucleotide substitution
While synonymous single-nucleotide variants (sSNVs) have largely been unstudied, since they do not alter protein sequence, mounting evidence suggests that they may affect RNA conformation, splicing, and the stability of nascent-mRNAs to promote various diseases. Accurately prioritizing deleterious s...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5602096/ https://www.ncbi.nlm.nih.gov/pubmed/28391525 http://dx.doi.org/10.1007/s00439-017-1783-x |
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author | Zhang, Xinjun Li, Meng Lin, Hai Rao, Xi Feng, Weixing Yang, Yuedong Mort, Matthew Cooper, David N. Wang, Yue Wang, Yadong Wells, Clark Zhou, Yaoqi Liu, Yunlong |
author_facet | Zhang, Xinjun Li, Meng Lin, Hai Rao, Xi Feng, Weixing Yang, Yuedong Mort, Matthew Cooper, David N. Wang, Yue Wang, Yadong Wells, Clark Zhou, Yaoqi Liu, Yunlong |
author_sort | Zhang, Xinjun |
collection | PubMed |
description | While synonymous single-nucleotide variants (sSNVs) have largely been unstudied, since they do not alter protein sequence, mounting evidence suggests that they may affect RNA conformation, splicing, and the stability of nascent-mRNAs to promote various diseases. Accurately prioritizing deleterious sSNVs from a pool of neutral ones can significantly improve our ability of selecting functional genetic variants identified from various genome-sequencing projects, and, therefore, advance our understanding of disease etiology. In this study, we develop a computational algorithm to prioritize sSNVs based on their impact on mRNA splicing and protein function. In addition to genomic features that potentially affect splicing regulation, our proposed algorithm also includes dozens structural features that characterize the functions of alternatively spliced exons on protein function. Our systematical evaluation on thousands of sSNVs suggests that several structural features, including intrinsic disorder protein scores, solvent accessible surface areas, protein secondary structures, and known and predicted protein family domains, show significant differences between disease-causing and neutral sSNVs. Our result suggests that the protein structure features offer an added dimension of information while distinguishing disease-causing and neutral synonymous variants. The inclusion of structural features increases the predictive accuracy for functional sSNV prioritization. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00439-017-1783-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5602096 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-56020962017-10-03 regSNPs-splicing: a tool for prioritizing synonymous single-nucleotide substitution Zhang, Xinjun Li, Meng Lin, Hai Rao, Xi Feng, Weixing Yang, Yuedong Mort, Matthew Cooper, David N. Wang, Yue Wang, Yadong Wells, Clark Zhou, Yaoqi Liu, Yunlong Hum Genet Original Investigation While synonymous single-nucleotide variants (sSNVs) have largely been unstudied, since they do not alter protein sequence, mounting evidence suggests that they may affect RNA conformation, splicing, and the stability of nascent-mRNAs to promote various diseases. Accurately prioritizing deleterious sSNVs from a pool of neutral ones can significantly improve our ability of selecting functional genetic variants identified from various genome-sequencing projects, and, therefore, advance our understanding of disease etiology. In this study, we develop a computational algorithm to prioritize sSNVs based on their impact on mRNA splicing and protein function. In addition to genomic features that potentially affect splicing regulation, our proposed algorithm also includes dozens structural features that characterize the functions of alternatively spliced exons on protein function. Our systematical evaluation on thousands of sSNVs suggests that several structural features, including intrinsic disorder protein scores, solvent accessible surface areas, protein secondary structures, and known and predicted protein family domains, show significant differences between disease-causing and neutral sSNVs. Our result suggests that the protein structure features offer an added dimension of information while distinguishing disease-causing and neutral synonymous variants. The inclusion of structural features increases the predictive accuracy for functional sSNV prioritization. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1007/s00439-017-1783-x) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2017-04-08 2017 /pmc/articles/PMC5602096/ /pubmed/28391525 http://dx.doi.org/10.1007/s00439-017-1783-x Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Original Investigation Zhang, Xinjun Li, Meng Lin, Hai Rao, Xi Feng, Weixing Yang, Yuedong Mort, Matthew Cooper, David N. Wang, Yue Wang, Yadong Wells, Clark Zhou, Yaoqi Liu, Yunlong regSNPs-splicing: a tool for prioritizing synonymous single-nucleotide substitution |
title | regSNPs-splicing: a tool for prioritizing synonymous single-nucleotide substitution |
title_full | regSNPs-splicing: a tool for prioritizing synonymous single-nucleotide substitution |
title_fullStr | regSNPs-splicing: a tool for prioritizing synonymous single-nucleotide substitution |
title_full_unstemmed | regSNPs-splicing: a tool for prioritizing synonymous single-nucleotide substitution |
title_short | regSNPs-splicing: a tool for prioritizing synonymous single-nucleotide substitution |
title_sort | regsnps-splicing: a tool for prioritizing synonymous single-nucleotide substitution |
topic | Original Investigation |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5602096/ https://www.ncbi.nlm.nih.gov/pubmed/28391525 http://dx.doi.org/10.1007/s00439-017-1783-x |
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