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EvoTol: a protein-sequence based evolutionary intolerance framework for disease-gene prioritization

Methods to interpret personal genome sequences are increasingly required. Here, we report a novel framework (EvoTol) to identify disease-causing genes using patient sequence data from within protein coding-regions. EvoTol quantifies a gene's intolerance to mutation using evolutionary conservati...

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Detalles Bibliográficos
Autores principales: Rackham, Owen J. L., Shihab, Hashem A., Johnson, Michael R., Petretto, Enrico
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4357693/
https://www.ncbi.nlm.nih.gov/pubmed/25550428
http://dx.doi.org/10.1093/nar/gku1322
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author Rackham, Owen J. L.
Shihab, Hashem A.
Johnson, Michael R.
Petretto, Enrico
author_facet Rackham, Owen J. L.
Shihab, Hashem A.
Johnson, Michael R.
Petretto, Enrico
author_sort Rackham, Owen J. L.
collection PubMed
description Methods to interpret personal genome sequences are increasingly required. Here, we report a novel framework (EvoTol) to identify disease-causing genes using patient sequence data from within protein coding-regions. EvoTol quantifies a gene's intolerance to mutation using evolutionary conservation of protein sequences and can incorporate tissue-specific gene expression data. We apply this framework to the analysis of whole-exome sequence data in epilepsy and congenital heart disease, and demonstrate EvoTol's ability to identify known disease-causing genes is unmatched by competing methods. Application of EvoTol to the human interactome revealed networks enriched for genes intolerant to protein sequence variation, informing novel polygenic contributions to human disease.
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spelling pubmed-43576932015-03-20 EvoTol: a protein-sequence based evolutionary intolerance framework for disease-gene prioritization Rackham, Owen J. L. Shihab, Hashem A. Johnson, Michael R. Petretto, Enrico Nucleic Acids Res Methods Online Methods to interpret personal genome sequences are increasingly required. Here, we report a novel framework (EvoTol) to identify disease-causing genes using patient sequence data from within protein coding-regions. EvoTol quantifies a gene's intolerance to mutation using evolutionary conservation of protein sequences and can incorporate tissue-specific gene expression data. We apply this framework to the analysis of whole-exome sequence data in epilepsy and congenital heart disease, and demonstrate EvoTol's ability to identify known disease-causing genes is unmatched by competing methods. Application of EvoTol to the human interactome revealed networks enriched for genes intolerant to protein sequence variation, informing novel polygenic contributions to human disease. Oxford University Press 2015-03-11 2014-12-29 /pmc/articles/PMC4357693/ /pubmed/25550428 http://dx.doi.org/10.1093/nar/gku1322 Text en © The Author(s) 2014. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Methods Online
Rackham, Owen J. L.
Shihab, Hashem A.
Johnson, Michael R.
Petretto, Enrico
EvoTol: a protein-sequence based evolutionary intolerance framework for disease-gene prioritization
title EvoTol: a protein-sequence based evolutionary intolerance framework for disease-gene prioritization
title_full EvoTol: a protein-sequence based evolutionary intolerance framework for disease-gene prioritization
title_fullStr EvoTol: a protein-sequence based evolutionary intolerance framework for disease-gene prioritization
title_full_unstemmed EvoTol: a protein-sequence based evolutionary intolerance framework for disease-gene prioritization
title_short EvoTol: a protein-sequence based evolutionary intolerance framework for disease-gene prioritization
title_sort evotol: a protein-sequence based evolutionary intolerance framework for disease-gene prioritization
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4357693/
https://www.ncbi.nlm.nih.gov/pubmed/25550428
http://dx.doi.org/10.1093/nar/gku1322
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