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Analysis of somatic mutations across the kinome reveals loss-of-function mutations in multiple cancer types
In this study we use somatic cancer mutations to identify important functional residues within sets of related genes. We focus on protein kinases, a superfamily of phosphotransferases that share homologous sequences and structural motifs and have many connections to cancer. We develop several statis...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5527104/ https://www.ncbi.nlm.nih.gov/pubmed/28743916 http://dx.doi.org/10.1038/s41598-017-06366-x |
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author | Kumar, Runjun D. Bose, Ron |
author_facet | Kumar, Runjun D. Bose, Ron |
author_sort | Kumar, Runjun D. |
collection | PubMed |
description | In this study we use somatic cancer mutations to identify important functional residues within sets of related genes. We focus on protein kinases, a superfamily of phosphotransferases that share homologous sequences and structural motifs and have many connections to cancer. We develop several statistical tests for identifying Significantly Mutated Positions (SMPs), which are positions in an alignment with mutations that show signs of selection. We apply our methods to 21,917 mutations that map to the alignment of human kinases and identify 23 SMPs. SMPs occur throughout the alignment, with many in the important A-loop region, and others spread between the N and C lobes of the kinase domain. Since mutations are pooled across the superfamily, these positions may be important to many protein kinases. We select eleven mutations from these positions for functional validation. All eleven mutations cause a reduction or loss of function in the affected kinase. The tested mutations are from four genes, including two tumor suppressors (TGFBR1 and CHEK2) and two oncogenes (KDR and ERBB2). They also represent multiple cancer types, and include both recurrent and non-recurrent events. Many of these mutations warrant further investigation as potential cancer drivers. |
format | Online Article Text |
id | pubmed-5527104 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-55271042017-08-02 Analysis of somatic mutations across the kinome reveals loss-of-function mutations in multiple cancer types Kumar, Runjun D. Bose, Ron Sci Rep Article In this study we use somatic cancer mutations to identify important functional residues within sets of related genes. We focus on protein kinases, a superfamily of phosphotransferases that share homologous sequences and structural motifs and have many connections to cancer. We develop several statistical tests for identifying Significantly Mutated Positions (SMPs), which are positions in an alignment with mutations that show signs of selection. We apply our methods to 21,917 mutations that map to the alignment of human kinases and identify 23 SMPs. SMPs occur throughout the alignment, with many in the important A-loop region, and others spread between the N and C lobes of the kinase domain. Since mutations are pooled across the superfamily, these positions may be important to many protein kinases. We select eleven mutations from these positions for functional validation. All eleven mutations cause a reduction or loss of function in the affected kinase. The tested mutations are from four genes, including two tumor suppressors (TGFBR1 and CHEK2) and two oncogenes (KDR and ERBB2). They also represent multiple cancer types, and include both recurrent and non-recurrent events. Many of these mutations warrant further investigation as potential cancer drivers. Nature Publishing Group UK 2017-07-25 /pmc/articles/PMC5527104/ /pubmed/28743916 http://dx.doi.org/10.1038/s41598-017-06366-x Text en © The Author(s) 2017 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Kumar, Runjun D. Bose, Ron Analysis of somatic mutations across the kinome reveals loss-of-function mutations in multiple cancer types |
title | Analysis of somatic mutations across the kinome reveals loss-of-function mutations in multiple cancer types |
title_full | Analysis of somatic mutations across the kinome reveals loss-of-function mutations in multiple cancer types |
title_fullStr | Analysis of somatic mutations across the kinome reveals loss-of-function mutations in multiple cancer types |
title_full_unstemmed | Analysis of somatic mutations across the kinome reveals loss-of-function mutations in multiple cancer types |
title_short | Analysis of somatic mutations across the kinome reveals loss-of-function mutations in multiple cancer types |
title_sort | analysis of somatic mutations across the kinome reveals loss-of-function mutations in multiple cancer types |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5527104/ https://www.ncbi.nlm.nih.gov/pubmed/28743916 http://dx.doi.org/10.1038/s41598-017-06366-x |
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