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Explaining cancer type specific mutations with transcriptomic and epigenomic features in normal tissues
Most cancer driver genes are involved in generic cellular processes such as DNA repair, cell proliferation and cell adhesion, yet their mutations are often confined to specific cancer types. To resolve this paradox, we explained mutation frequencies of selected genes across tumor types with four fea...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6065413/ https://www.ncbi.nlm.nih.gov/pubmed/30061703 http://dx.doi.org/10.1038/s41598-018-29861-1 |
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author | Tiong, Khong-Loon Yeang, Chen-Hsiang |
author_facet | Tiong, Khong-Loon Yeang, Chen-Hsiang |
author_sort | Tiong, Khong-Loon |
collection | PubMed |
description | Most cancer driver genes are involved in generic cellular processes such as DNA repair, cell proliferation and cell adhesion, yet their mutations are often confined to specific cancer types. To resolve this paradox, we explained mutation frequencies of selected genes across tumor types with four features in the corresponding normal tissues from cancer-free subjects: mRNA expression and chromatin accessibility of mutated genes, mRNA expressions of their neighbors in curated pathways and the protein-protein interaction network. Encouragingly, these transcriptomic/epigenomic features in normal tissues were closely associated with mutational/functional characteristics in tumors. First, chromatin accessibility was a necessary but not sufficient condition for frequent mutations. Second, variations of mutation frequencies in selected genes across tissue types were significantly associated with all four features. Third, the genes possessing significant associations between mutation frequency variations and pathway gene expression were enriched with documented cancer genes. We further proposed a novel bivariate gene set enrichment analysis and confirmed that the pathway gene expression was the dominant factor in cancer gene enrichment. These findings shed lights on the functional roles of genes in normal tissues in shaping the mutational landscape during tumor genome evolution. |
format | Online Article Text |
id | pubmed-6065413 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-60654132018-08-06 Explaining cancer type specific mutations with transcriptomic and epigenomic features in normal tissues Tiong, Khong-Loon Yeang, Chen-Hsiang Sci Rep Article Most cancer driver genes are involved in generic cellular processes such as DNA repair, cell proliferation and cell adhesion, yet their mutations are often confined to specific cancer types. To resolve this paradox, we explained mutation frequencies of selected genes across tumor types with four features in the corresponding normal tissues from cancer-free subjects: mRNA expression and chromatin accessibility of mutated genes, mRNA expressions of their neighbors in curated pathways and the protein-protein interaction network. Encouragingly, these transcriptomic/epigenomic features in normal tissues were closely associated with mutational/functional characteristics in tumors. First, chromatin accessibility was a necessary but not sufficient condition for frequent mutations. Second, variations of mutation frequencies in selected genes across tissue types were significantly associated with all four features. Third, the genes possessing significant associations between mutation frequency variations and pathway gene expression were enriched with documented cancer genes. We further proposed a novel bivariate gene set enrichment analysis and confirmed that the pathway gene expression was the dominant factor in cancer gene enrichment. These findings shed lights on the functional roles of genes in normal tissues in shaping the mutational landscape during tumor genome evolution. Nature Publishing Group UK 2018-07-30 /pmc/articles/PMC6065413/ /pubmed/30061703 http://dx.doi.org/10.1038/s41598-018-29861-1 Text en © The Author(s) 2018 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 Tiong, Khong-Loon Yeang, Chen-Hsiang Explaining cancer type specific mutations with transcriptomic and epigenomic features in normal tissues |
title | Explaining cancer type specific mutations with transcriptomic and epigenomic features in normal tissues |
title_full | Explaining cancer type specific mutations with transcriptomic and epigenomic features in normal tissues |
title_fullStr | Explaining cancer type specific mutations with transcriptomic and epigenomic features in normal tissues |
title_full_unstemmed | Explaining cancer type specific mutations with transcriptomic and epigenomic features in normal tissues |
title_short | Explaining cancer type specific mutations with transcriptomic and epigenomic features in normal tissues |
title_sort | explaining cancer type specific mutations with transcriptomic and epigenomic features in normal tissues |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6065413/ https://www.ncbi.nlm.nih.gov/pubmed/30061703 http://dx.doi.org/10.1038/s41598-018-29861-1 |
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