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Estimation of Parent Specific DNA Copy Number in Tumors using High-Density Genotyping Arrays

Chromosomal gains and losses comprise an important type of genetic change in tumors, and can now be assayed using microarray hybridization-based experiments. Most current statistical models for DNA copy number estimate total copy number, which do not distinguish between the underlying quantities of...

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Detalles Bibliográficos
Autores principales: Chen, Hao, Xing, Haipeng, Zhang, Nancy R.
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3029233/
https://www.ncbi.nlm.nih.gov/pubmed/21298078
http://dx.doi.org/10.1371/journal.pcbi.1001060
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author Chen, Hao
Xing, Haipeng
Zhang, Nancy R.
author_facet Chen, Hao
Xing, Haipeng
Zhang, Nancy R.
author_sort Chen, Hao
collection PubMed
description Chromosomal gains and losses comprise an important type of genetic change in tumors, and can now be assayed using microarray hybridization-based experiments. Most current statistical models for DNA copy number estimate total copy number, which do not distinguish between the underlying quantities of the two inherited chromosomes. This latter information, sometimes called parent specific copy number, is important for identifying allele-specific amplifications and deletions, for quantifying normal cell contamination, and for giving a more complete molecular portrait of the tumor. We propose a stochastic segmentation model for parent-specific DNA copy number in tumor samples, and give an estimation procedure that is computationally efficient and can be applied to data from the current high density genotyping platforms. The proposed method does not require matched normal samples, and can estimate the unknown genotypes simultaneously with the parent specific copy number. The new method is used to analyze 223 glioblastoma samples from the Cancer Genome Atlas (TCGA) project, giving a more comprehensive summary of the copy number events in these samples. Detailed case studies on these samples reveal the additional insights that can be gained from an allele-specific copy number analysis, such as the quantification of fractional gains and losses, the identification of copy neutral loss of heterozygosity, and the characterization of regions of simultaneous changes of both inherited chromosomes.
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spelling pubmed-30292332011-02-04 Estimation of Parent Specific DNA Copy Number in Tumors using High-Density Genotyping Arrays Chen, Hao Xing, Haipeng Zhang, Nancy R. PLoS Comput Biol Research Article Chromosomal gains and losses comprise an important type of genetic change in tumors, and can now be assayed using microarray hybridization-based experiments. Most current statistical models for DNA copy number estimate total copy number, which do not distinguish between the underlying quantities of the two inherited chromosomes. This latter information, sometimes called parent specific copy number, is important for identifying allele-specific amplifications and deletions, for quantifying normal cell contamination, and for giving a more complete molecular portrait of the tumor. We propose a stochastic segmentation model for parent-specific DNA copy number in tumor samples, and give an estimation procedure that is computationally efficient and can be applied to data from the current high density genotyping platforms. The proposed method does not require matched normal samples, and can estimate the unknown genotypes simultaneously with the parent specific copy number. The new method is used to analyze 223 glioblastoma samples from the Cancer Genome Atlas (TCGA) project, giving a more comprehensive summary of the copy number events in these samples. Detailed case studies on these samples reveal the additional insights that can be gained from an allele-specific copy number analysis, such as the quantification of fractional gains and losses, the identification of copy neutral loss of heterozygosity, and the characterization of regions of simultaneous changes of both inherited chromosomes. Public Library of Science 2011-01-27 /pmc/articles/PMC3029233/ /pubmed/21298078 http://dx.doi.org/10.1371/journal.pcbi.1001060 Text en Chen et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Chen, Hao
Xing, Haipeng
Zhang, Nancy R.
Estimation of Parent Specific DNA Copy Number in Tumors using High-Density Genotyping Arrays
title Estimation of Parent Specific DNA Copy Number in Tumors using High-Density Genotyping Arrays
title_full Estimation of Parent Specific DNA Copy Number in Tumors using High-Density Genotyping Arrays
title_fullStr Estimation of Parent Specific DNA Copy Number in Tumors using High-Density Genotyping Arrays
title_full_unstemmed Estimation of Parent Specific DNA Copy Number in Tumors using High-Density Genotyping Arrays
title_short Estimation of Parent Specific DNA Copy Number in Tumors using High-Density Genotyping Arrays
title_sort estimation of parent specific dna copy number in tumors using high-density genotyping arrays
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3029233/
https://www.ncbi.nlm.nih.gov/pubmed/21298078
http://dx.doi.org/10.1371/journal.pcbi.1001060
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