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Harmful somatic amino acid substitutions affect key pathways in cancers
BACKGROUND: Cancer is characterized by the accumulation of large numbers of genetic variations and alterations of multiple biological phenomena. Cancer genomics has largely focused on the identification of such genetic alterations and the genes containing them, known as ‘cancer genes’. However, the...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4539680/ https://www.ncbi.nlm.nih.gov/pubmed/26282678 http://dx.doi.org/10.1186/s12920-015-0125-x |
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author | Niroula, Abhishek Vihinen, Mauno |
author_facet | Niroula, Abhishek Vihinen, Mauno |
author_sort | Niroula, Abhishek |
collection | PubMed |
description | BACKGROUND: Cancer is characterized by the accumulation of large numbers of genetic variations and alterations of multiple biological phenomena. Cancer genomics has largely focused on the identification of such genetic alterations and the genes containing them, known as ‘cancer genes’. However, the non-functional somatic variations out-number functional variations and remain as a major challenge. Recurrent somatic variations are thought to be cancer drivers but they are present in only a small fraction of patients. METHODS: We performed an extensive analysis of amino acid substitutions (AASs) from 6,861 cancer samples (whole genome or exome sequences) classified into 30 cancer types and performed pathway enrichment analysis. We also studied the overlap between the cancers based on proteins containing harmful AASs and pathways affected by them. RESULTS: We found that only a fraction of AASs (39.88 %) are harmful even in known cancer genes. In addition, we found that proteins containing harmful AASs in cancers are often centrally located in protein interaction networks. Based on the proteins containing harmful AASs, we identified significantly affected pathways in 28 cancer types and indicate that proteins containing harmful AASs can affect pathways despite the frequency of AASs in them. Our cross-cancer overlap analysis showed that it would be more beneficial to identify affected pathways in cancers rather than individual genes and variations. CONCLUSION: Pathways affected by harmful AASs reveal key processes involved in cancer development. Our approach filters out the putative benign AASs thus reducing the list of cancer variations allowing reliable identification of affected pathways. The pathways identified in individual cancer and overlap between cancer types open avenues for further experimental research and for developing targeted therapies and interventions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12920-015-0125-x) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4539680 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-45396802015-08-19 Harmful somatic amino acid substitutions affect key pathways in cancers Niroula, Abhishek Vihinen, Mauno BMC Med Genomics Research Article BACKGROUND: Cancer is characterized by the accumulation of large numbers of genetic variations and alterations of multiple biological phenomena. Cancer genomics has largely focused on the identification of such genetic alterations and the genes containing them, known as ‘cancer genes’. However, the non-functional somatic variations out-number functional variations and remain as a major challenge. Recurrent somatic variations are thought to be cancer drivers but they are present in only a small fraction of patients. METHODS: We performed an extensive analysis of amino acid substitutions (AASs) from 6,861 cancer samples (whole genome or exome sequences) classified into 30 cancer types and performed pathway enrichment analysis. We also studied the overlap between the cancers based on proteins containing harmful AASs and pathways affected by them. RESULTS: We found that only a fraction of AASs (39.88 %) are harmful even in known cancer genes. In addition, we found that proteins containing harmful AASs in cancers are often centrally located in protein interaction networks. Based on the proteins containing harmful AASs, we identified significantly affected pathways in 28 cancer types and indicate that proteins containing harmful AASs can affect pathways despite the frequency of AASs in them. Our cross-cancer overlap analysis showed that it would be more beneficial to identify affected pathways in cancers rather than individual genes and variations. CONCLUSION: Pathways affected by harmful AASs reveal key processes involved in cancer development. Our approach filters out the putative benign AASs thus reducing the list of cancer variations allowing reliable identification of affected pathways. The pathways identified in individual cancer and overlap between cancer types open avenues for further experimental research and for developing targeted therapies and interventions. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12920-015-0125-x) contains supplementary material, which is available to authorized users. BioMed Central 2015-08-19 /pmc/articles/PMC4539680/ /pubmed/26282678 http://dx.doi.org/10.1186/s12920-015-0125-x Text en © Niroula and Vihinen. 2015 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Niroula, Abhishek Vihinen, Mauno Harmful somatic amino acid substitutions affect key pathways in cancers |
title | Harmful somatic amino acid substitutions affect key pathways in cancers |
title_full | Harmful somatic amino acid substitutions affect key pathways in cancers |
title_fullStr | Harmful somatic amino acid substitutions affect key pathways in cancers |
title_full_unstemmed | Harmful somatic amino acid substitutions affect key pathways in cancers |
title_short | Harmful somatic amino acid substitutions affect key pathways in cancers |
title_sort | harmful somatic amino acid substitutions affect key pathways in cancers |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4539680/ https://www.ncbi.nlm.nih.gov/pubmed/26282678 http://dx.doi.org/10.1186/s12920-015-0125-x |
work_keys_str_mv | AT niroulaabhishek harmfulsomaticaminoacidsubstitutionsaffectkeypathwaysincancers AT vihinenmauno harmfulsomaticaminoacidsubstitutionsaffectkeypathwaysincancers |