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A pooled mutational analysis identifies ionizing radiation-associated mutational signatures conserved between mouse and human malignancies
Single nucleotide variants (SNVs) identified in cancer genomes can be de-convolved using non-negative matrix factorization (NMF) into discrete trinucleotide-based mutational signatures indicative of specific cancer-causing processes. The stability of NMF-generated mutational signatures depends upon...
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/PMC5550450/ https://www.ncbi.nlm.nih.gov/pubmed/28794481 http://dx.doi.org/10.1038/s41598-017-07888-0 |
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author | Davidson, Philip R. Sherborne, Amy L. Taylor, Barry Nakamura, Alice O. Nakamura, Jean L. |
author_facet | Davidson, Philip R. Sherborne, Amy L. Taylor, Barry Nakamura, Alice O. Nakamura, Jean L. |
author_sort | Davidson, Philip R. |
collection | PubMed |
description | Single nucleotide variants (SNVs) identified in cancer genomes can be de-convolved using non-negative matrix factorization (NMF) into discrete trinucleotide-based mutational signatures indicative of specific cancer-causing processes. The stability of NMF-generated mutational signatures depends upon the numbers of variants available for analysis. In this work, we sought to assess whether data from well-controlled mouse models can compensate for scarce human data for some cancer types. High quality sequencing data from radiotherapy-induced cancers is particularly scarce and the mutational processes defining ionizing radiation (IR)-induced mutagenesis in vivo are poorly defined. Here, we combine sequencing data from mouse models of IR-induced malignancies and human IR-induced malignancies. To determine whether the signatures identified from IR-exposed subjects can be differentiated from other mutagenic signatures, we included data from an ultraviolet radiation (UV)-induced human skin cancer and from a mouse model of urethane-induced cancers. NMF distinguished all three mutagens and in the pooled analysis IR was associated with mutational signatures common to both species. These findings illustrate the utility of pooled analysis of mouse and human sequencing data. |
format | Online Article Text |
id | pubmed-5550450 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-55504502017-08-11 A pooled mutational analysis identifies ionizing radiation-associated mutational signatures conserved between mouse and human malignancies Davidson, Philip R. Sherborne, Amy L. Taylor, Barry Nakamura, Alice O. Nakamura, Jean L. Sci Rep Article Single nucleotide variants (SNVs) identified in cancer genomes can be de-convolved using non-negative matrix factorization (NMF) into discrete trinucleotide-based mutational signatures indicative of specific cancer-causing processes. The stability of NMF-generated mutational signatures depends upon the numbers of variants available for analysis. In this work, we sought to assess whether data from well-controlled mouse models can compensate for scarce human data for some cancer types. High quality sequencing data from radiotherapy-induced cancers is particularly scarce and the mutational processes defining ionizing radiation (IR)-induced mutagenesis in vivo are poorly defined. Here, we combine sequencing data from mouse models of IR-induced malignancies and human IR-induced malignancies. To determine whether the signatures identified from IR-exposed subjects can be differentiated from other mutagenic signatures, we included data from an ultraviolet radiation (UV)-induced human skin cancer and from a mouse model of urethane-induced cancers. NMF distinguished all three mutagens and in the pooled analysis IR was associated with mutational signatures common to both species. These findings illustrate the utility of pooled analysis of mouse and human sequencing data. Nature Publishing Group UK 2017-08-09 /pmc/articles/PMC5550450/ /pubmed/28794481 http://dx.doi.org/10.1038/s41598-017-07888-0 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 Davidson, Philip R. Sherborne, Amy L. Taylor, Barry Nakamura, Alice O. Nakamura, Jean L. A pooled mutational analysis identifies ionizing radiation-associated mutational signatures conserved between mouse and human malignancies |
title | A pooled mutational analysis identifies ionizing radiation-associated mutational signatures conserved between mouse and human malignancies |
title_full | A pooled mutational analysis identifies ionizing radiation-associated mutational signatures conserved between mouse and human malignancies |
title_fullStr | A pooled mutational analysis identifies ionizing radiation-associated mutational signatures conserved between mouse and human malignancies |
title_full_unstemmed | A pooled mutational analysis identifies ionizing radiation-associated mutational signatures conserved between mouse and human malignancies |
title_short | A pooled mutational analysis identifies ionizing radiation-associated mutational signatures conserved between mouse and human malignancies |
title_sort | pooled mutational analysis identifies ionizing radiation-associated mutational signatures conserved between mouse and human malignancies |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5550450/ https://www.ncbi.nlm.nih.gov/pubmed/28794481 http://dx.doi.org/10.1038/s41598-017-07888-0 |
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