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FocalScan: Scanning for altered genes in cancer based on coordinated DNA and RNA change
Somatic genomic copy-number alterations can lead to transcriptional activation or inactivation of tumor driver or suppressor genes, contributing to the malignant properties of cancer cells. Selection for such events may manifest as recurrent amplifications or deletions of size-limited (focal) region...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5100559/ https://www.ncbi.nlm.nih.gov/pubmed/27474725 http://dx.doi.org/10.1093/nar/gkw674 |
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author | Karlsson, Joakim Larsson, Erik |
author_facet | Karlsson, Joakim Larsson, Erik |
author_sort | Karlsson, Joakim |
collection | PubMed |
description | Somatic genomic copy-number alterations can lead to transcriptional activation or inactivation of tumor driver or suppressor genes, contributing to the malignant properties of cancer cells. Selection for such events may manifest as recurrent amplifications or deletions of size-limited (focal) regions. While methods have been developed to identify such focal regions, finding the exact targeted genes remains a challenge. Algorithms are also available that integrate copy number and RNA expression data, to aid in identifying individual targeted genes, but specificity is lacking. Here, we describe FocalScan, a tool designed to simultaneously uncover patterns of focal copy number alteration and coordinated expression change, thus combining both principles. The method outputs a ranking of tentative cancer drivers or suppressors. FocalScan works with RNA-seq data, and unlike other tools it can scan the genome unaided by a gene annotation, enabling identification of novel putatively functional elements including lncRNAs. Application on a breast cancer data set suggests considerably better performance than other DNA/RNA integration tools. |
format | Online Article Text |
id | pubmed-5100559 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-51005592016-11-10 FocalScan: Scanning for altered genes in cancer based on coordinated DNA and RNA change Karlsson, Joakim Larsson, Erik Nucleic Acids Res Methods Online Somatic genomic copy-number alterations can lead to transcriptional activation or inactivation of tumor driver or suppressor genes, contributing to the malignant properties of cancer cells. Selection for such events may manifest as recurrent amplifications or deletions of size-limited (focal) regions. While methods have been developed to identify such focal regions, finding the exact targeted genes remains a challenge. Algorithms are also available that integrate copy number and RNA expression data, to aid in identifying individual targeted genes, but specificity is lacking. Here, we describe FocalScan, a tool designed to simultaneously uncover patterns of focal copy number alteration and coordinated expression change, thus combining both principles. The method outputs a ranking of tentative cancer drivers or suppressors. FocalScan works with RNA-seq data, and unlike other tools it can scan the genome unaided by a gene annotation, enabling identification of novel putatively functional elements including lncRNAs. Application on a breast cancer data set suggests considerably better performance than other DNA/RNA integration tools. Oxford University Press 2016-11-02 2016-07-29 /pmc/articles/PMC5100559/ /pubmed/27474725 http://dx.doi.org/10.1093/nar/gkw674 Text en © The Author(s) 2016. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Methods Online Karlsson, Joakim Larsson, Erik FocalScan: Scanning for altered genes in cancer based on coordinated DNA and RNA change |
title | FocalScan: Scanning for altered genes in cancer based on coordinated DNA and RNA change |
title_full | FocalScan: Scanning for altered genes in cancer based on coordinated DNA and RNA change |
title_fullStr | FocalScan: Scanning for altered genes in cancer based on coordinated DNA and RNA change |
title_full_unstemmed | FocalScan: Scanning for altered genes in cancer based on coordinated DNA and RNA change |
title_short | FocalScan: Scanning for altered genes in cancer based on coordinated DNA and RNA change |
title_sort | focalscan: scanning for altered genes in cancer based on coordinated dna and rna change |
topic | Methods Online |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5100559/ https://www.ncbi.nlm.nih.gov/pubmed/27474725 http://dx.doi.org/10.1093/nar/gkw674 |
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