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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...

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Autores principales: Karlsson, Joakim, Larsson, Erik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2016
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.
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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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