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 inScientific reports Vol. 8; no. 1; pp. 11456 - 12
Main Authors Tiong, Khong-Loon, Yeang, Chen-Hsiang
Format Journal Article
LanguageEnglish
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.
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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  surname: Tiong
  fullname: Tiong, Khong-Loon
  organization: Institute of Statistical Science, Academia Sinica
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  surname: Yeang
  fullname: Yeang, Chen-Hsiang
  email: chyeang@stat.sinica.edu.tw
  organization: Institute of Statistical Science, Academia Sinica
BackLink https://www.ncbi.nlm.nih.gov/pubmed/30061703$$D View this record in MEDLINE/PubMed
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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
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