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...
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Published in | Scientific reports Vol. 8; no. 1; pp. 11456 - 12 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
London
Nature Publishing Group UK
30.07.2018
Nature Publishing Group |
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Abstract | 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. |
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AbstractList | 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. Abstract 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. |
ArticleNumber | 11456 |
Author | Tiong, Khong-Loon Yeang, Chen-Hsiang |
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BackLink | https://www.ncbi.nlm.nih.gov/pubmed/30061703$$D View this record in MEDLINE/PubMed |
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CitedBy_id | crossref_primary_10_1080_15592294_2023_2237761 crossref_primary_10_3390_pharmaceutics13081321 crossref_primary_10_3390_cancers14010257 crossref_primary_10_1016_j_ejca_2021_01_049 crossref_primary_10_1002_aoc_6862 crossref_primary_10_1002_humu_24078 crossref_primary_10_1053_j_seminoncol_2020_05_011 crossref_primary_10_1186_s12885_022_10359_z crossref_primary_10_3390_cells13020106 crossref_primary_10_1038_s41598_020_75400_2 crossref_primary_10_1038_s41568_021_00371_z |
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Snippet | Most cancer driver genes are involved in generic cellular processes such as DNA repair, cell proliferation and cell adhesion, yet their mutations are often... Abstract Most cancer driver genes are involved in generic cellular processes such as DNA repair, cell proliferation and cell adhesion, yet their mutations are... |
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SubjectTerms | 631/114/2403 631/67/69 Cancer Cell adhesion Cell proliferation Chromatin DNA repair Gene expression Gene frequency Gene set enrichment analysis Genomes Humanities and Social Sciences multidisciplinary Mutation Protein interaction Science Science (multidisciplinary) Tumors |
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Title | Explaining cancer type specific mutations with transcriptomic and epigenomic features in normal tissues |
URI | https://link.springer.com/article/10.1038/s41598-018-29861-1 https://www.ncbi.nlm.nih.gov/pubmed/30061703 https://www.proquest.com/docview/2079935518 https://search.proquest.com/docview/2080844339 https://pubmed.ncbi.nlm.nih.gov/PMC6065413 |
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