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DiNAMIC.Duo: detecting somatic DNA copy number differences without a normal reference

MOTIVATION: Somatic DNA copy number alterations (CNAs) arise in tumor tissue because of underlying genomic instability. Recurrent CNAs that occur in the same genomic region across multiple independent samples are of interest to researchers because they may contain genes that contribute to the cancer...

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Autores principales: Walter, Vonn, Choi, Hyo Young, Zhao, Xiaobei, Gao, Yan, Holt, Jeremiah, Hayes, D Neil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9477516/
https://www.ncbi.nlm.nih.gov/pubmed/35924981
http://dx.doi.org/10.1093/bioinformatics/btac542
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author Walter, Vonn
Choi, Hyo Young
Zhao, Xiaobei
Gao, Yan
Holt, Jeremiah
Hayes, D Neil
author_facet Walter, Vonn
Choi, Hyo Young
Zhao, Xiaobei
Gao, Yan
Holt, Jeremiah
Hayes, D Neil
author_sort Walter, Vonn
collection PubMed
description MOTIVATION: Somatic DNA copy number alterations (CNAs) arise in tumor tissue because of underlying genomic instability. Recurrent CNAs that occur in the same genomic region across multiple independent samples are of interest to researchers because they may contain genes that contribute to the cancer phenotype. However, differences in copy number states between cancers are also commonly of interest, for example when comparing tumors with distinct morphologies in the same anatomic location. Current methodologies are limited by their inability to perform direct comparisons of CNAs between tumor cohorts, and thus they cannot formally assess the statistical significance of observed copy number differences or identify regions of the genome where these differences occur. RESULTS: We introduce the DiNAMIC.Duo R package that can be used to identify recurrent CNAs in a single cohort or recurrent copy number differences between two cohorts, including when neither cohort is copy neutral. The package utilizes Python scripts for computational efficiency and provides functionality for producing figures and summary output files. AVAILABILITY AND IMPLEMENTATION: The DiNAMIC.Duo R package is available from CRAN at https://cran.r-project.org/web/packages/DiNAMIC.Duo/index.html. This article uses publicly available data from the Broad Institute TCGA Genome Data Analysis Center, https://doi.org/10.7908/C11G0KM9. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
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spelling pubmed-94775162022-09-19 DiNAMIC.Duo: detecting somatic DNA copy number differences without a normal reference Walter, Vonn Choi, Hyo Young Zhao, Xiaobei Gao, Yan Holt, Jeremiah Hayes, D Neil Bioinformatics Applications Note MOTIVATION: Somatic DNA copy number alterations (CNAs) arise in tumor tissue because of underlying genomic instability. Recurrent CNAs that occur in the same genomic region across multiple independent samples are of interest to researchers because they may contain genes that contribute to the cancer phenotype. However, differences in copy number states between cancers are also commonly of interest, for example when comparing tumors with distinct morphologies in the same anatomic location. Current methodologies are limited by their inability to perform direct comparisons of CNAs between tumor cohorts, and thus they cannot formally assess the statistical significance of observed copy number differences or identify regions of the genome where these differences occur. RESULTS: We introduce the DiNAMIC.Duo R package that can be used to identify recurrent CNAs in a single cohort or recurrent copy number differences between two cohorts, including when neither cohort is copy neutral. The package utilizes Python scripts for computational efficiency and provides functionality for producing figures and summary output files. AVAILABILITY AND IMPLEMENTATION: The DiNAMIC.Duo R package is available from CRAN at https://cran.r-project.org/web/packages/DiNAMIC.Duo/index.html. This article uses publicly available data from the Broad Institute TCGA Genome Data Analysis Center, https://doi.org/10.7908/C11G0KM9. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2022-08-04 /pmc/articles/PMC9477516/ /pubmed/35924981 http://dx.doi.org/10.1093/bioinformatics/btac542 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://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 Applications Note
Walter, Vonn
Choi, Hyo Young
Zhao, Xiaobei
Gao, Yan
Holt, Jeremiah
Hayes, D Neil
DiNAMIC.Duo: detecting somatic DNA copy number differences without a normal reference
title DiNAMIC.Duo: detecting somatic DNA copy number differences without a normal reference
title_full DiNAMIC.Duo: detecting somatic DNA copy number differences without a normal reference
title_fullStr DiNAMIC.Duo: detecting somatic DNA copy number differences without a normal reference
title_full_unstemmed DiNAMIC.Duo: detecting somatic DNA copy number differences without a normal reference
title_short DiNAMIC.Duo: detecting somatic DNA copy number differences without a normal reference
title_sort dinamic.duo: detecting somatic dna copy number differences without a normal reference
topic Applications Note
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9477516/
https://www.ncbi.nlm.nih.gov/pubmed/35924981
http://dx.doi.org/10.1093/bioinformatics/btac542
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