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Copy number variation is highly correlated with differential gene expression: a pan-cancer study
BACKGROUND: Cancer is a heterogeneous disease with many genetic variations. Lines of evidence have shown copy number variations (CNVs) of certain genes are involved in development and progression of many cancers through the alterations of their gene expression levels on individual or several cancer...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6842483/ https://www.ncbi.nlm.nih.gov/pubmed/31706287 http://dx.doi.org/10.1186/s12881-019-0909-5 |
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author | Shao, Xin Lv, Ning Liao, Jie Long, Jinbo Xue, Rui Ai, Ni Xu, Donghang Fan, Xiaohui |
author_facet | Shao, Xin Lv, Ning Liao, Jie Long, Jinbo Xue, Rui Ai, Ni Xu, Donghang Fan, Xiaohui |
author_sort | Shao, Xin |
collection | PubMed |
description | BACKGROUND: Cancer is a heterogeneous disease with many genetic variations. Lines of evidence have shown copy number variations (CNVs) of certain genes are involved in development and progression of many cancers through the alterations of their gene expression levels on individual or several cancer types. However, it is not quite clear whether the correlation will be a general phenomenon across multiple cancer types. METHODS: In this study we applied a bioinformatics approach integrating CNV and differential gene expression mathematically across 1025 cell lines and 9159 patient samples to detect their potential relationship. RESULTS: Our results showed there is a close correlation between CNV and differential gene expression and the copy number displayed a positive linear influence on gene expression for the majority of genes, indicating that genetic variation generated a direct effect on gene transcriptional level. Another independent dataset is utilized to revalidate the relationship between copy number and expression level. Further analysis show genes with general positive linear influence on gene expression are clustered in certain disease-related pathways, which suggests the involvement of CNV in pathophysiology of diseases. CONCLUSIONS: This study shows the close correlation between CNV and differential gene expression revealing the qualitative relationship between genetic variation and its downstream effect, especially for oncogenes and tumor suppressor genes. It is of a critical importance to elucidate the relationship between copy number variation and gene expression for prevention, diagnosis and treatment of cancer. |
format | Online Article Text |
id | pubmed-6842483 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-68424832019-11-14 Copy number variation is highly correlated with differential gene expression: a pan-cancer study Shao, Xin Lv, Ning Liao, Jie Long, Jinbo Xue, Rui Ai, Ni Xu, Donghang Fan, Xiaohui BMC Med Genet Research Article BACKGROUND: Cancer is a heterogeneous disease with many genetic variations. Lines of evidence have shown copy number variations (CNVs) of certain genes are involved in development and progression of many cancers through the alterations of their gene expression levels on individual or several cancer types. However, it is not quite clear whether the correlation will be a general phenomenon across multiple cancer types. METHODS: In this study we applied a bioinformatics approach integrating CNV and differential gene expression mathematically across 1025 cell lines and 9159 patient samples to detect their potential relationship. RESULTS: Our results showed there is a close correlation between CNV and differential gene expression and the copy number displayed a positive linear influence on gene expression for the majority of genes, indicating that genetic variation generated a direct effect on gene transcriptional level. Another independent dataset is utilized to revalidate the relationship between copy number and expression level. Further analysis show genes with general positive linear influence on gene expression are clustered in certain disease-related pathways, which suggests the involvement of CNV in pathophysiology of diseases. CONCLUSIONS: This study shows the close correlation between CNV and differential gene expression revealing the qualitative relationship between genetic variation and its downstream effect, especially for oncogenes and tumor suppressor genes. It is of a critical importance to elucidate the relationship between copy number variation and gene expression for prevention, diagnosis and treatment of cancer. BioMed Central 2019-11-09 /pmc/articles/PMC6842483/ /pubmed/31706287 http://dx.doi.org/10.1186/s12881-019-0909-5 Text en © The Author(s). 2019 Open AccessThis 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 Shao, Xin Lv, Ning Liao, Jie Long, Jinbo Xue, Rui Ai, Ni Xu, Donghang Fan, Xiaohui Copy number variation is highly correlated with differential gene expression: a pan-cancer study |
title | Copy number variation is highly correlated with differential gene expression: a pan-cancer study |
title_full | Copy number variation is highly correlated with differential gene expression: a pan-cancer study |
title_fullStr | Copy number variation is highly correlated with differential gene expression: a pan-cancer study |
title_full_unstemmed | Copy number variation is highly correlated with differential gene expression: a pan-cancer study |
title_short | Copy number variation is highly correlated with differential gene expression: a pan-cancer study |
title_sort | copy number variation is highly correlated with differential gene expression: a pan-cancer study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6842483/ https://www.ncbi.nlm.nih.gov/pubmed/31706287 http://dx.doi.org/10.1186/s12881-019-0909-5 |
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