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Hardy-Weinberg equilibrium revisited for inferences on genotypes featuring allele and copy-number variations
Copy number variations represent a substantial source of genetic variation and are associated with a plethora of physiological and pathophysiological conditions. Joint copy number and allelic variations (CNAVs) are difficult to analyze and require new strategies to unravel the properties of genotype...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4357990/ https://www.ncbi.nlm.nih.gov/pubmed/25765626 http://dx.doi.org/10.1038/srep09066 |
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author | Recke, Andreas Recke, Klaus-Günther Ibrahim, Saleh Möller, Steffen Vonthein, Reinhard |
author_facet | Recke, Andreas Recke, Klaus-Günther Ibrahim, Saleh Möller, Steffen Vonthein, Reinhard |
author_sort | Recke, Andreas |
collection | PubMed |
description | Copy number variations represent a substantial source of genetic variation and are associated with a plethora of physiological and pathophysiological conditions. Joint copy number and allelic variations (CNAVs) are difficult to analyze and require new strategies to unravel the properties of genotype distributions. We developed a Bayesian hidden Markov model (HMM) approach that allows dissecting intrinsic properties and metastructures of the distribution of CNAVs within populations, in particular haplotype phases of genes with varying copy numbers. As a key feature, this approach incorporates an extension of the Hardy-Weinberg equilibrium, allowing both a comprehensive and parsimonious model design. We demonstrate the quality of performance and applicability of the HMM approach with a real data set describing the Fcγ receptor (FcγR) gene region. Our concept, using a dynamic process to analyze a static distribution, establishes the basis for a novel understanding of complex genomic data sets. |
format | Online Article Text |
id | pubmed-4357990 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-43579902015-03-17 Hardy-Weinberg equilibrium revisited for inferences on genotypes featuring allele and copy-number variations Recke, Andreas Recke, Klaus-Günther Ibrahim, Saleh Möller, Steffen Vonthein, Reinhard Sci Rep Article Copy number variations represent a substantial source of genetic variation and are associated with a plethora of physiological and pathophysiological conditions. Joint copy number and allelic variations (CNAVs) are difficult to analyze and require new strategies to unravel the properties of genotype distributions. We developed a Bayesian hidden Markov model (HMM) approach that allows dissecting intrinsic properties and metastructures of the distribution of CNAVs within populations, in particular haplotype phases of genes with varying copy numbers. As a key feature, this approach incorporates an extension of the Hardy-Weinberg equilibrium, allowing both a comprehensive and parsimonious model design. We demonstrate the quality of performance and applicability of the HMM approach with a real data set describing the Fcγ receptor (FcγR) gene region. Our concept, using a dynamic process to analyze a static distribution, establishes the basis for a novel understanding of complex genomic data sets. Nature Publishing Group 2015-03-13 /pmc/articles/PMC4357990/ /pubmed/25765626 http://dx.doi.org/10.1038/srep09066 Text en Copyright © 2015, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder in order to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Recke, Andreas Recke, Klaus-Günther Ibrahim, Saleh Möller, Steffen Vonthein, Reinhard Hardy-Weinberg equilibrium revisited for inferences on genotypes featuring allele and copy-number variations |
title | Hardy-Weinberg equilibrium revisited for inferences on genotypes featuring allele and copy-number variations |
title_full | Hardy-Weinberg equilibrium revisited for inferences on genotypes featuring allele and copy-number variations |
title_fullStr | Hardy-Weinberg equilibrium revisited for inferences on genotypes featuring allele and copy-number variations |
title_full_unstemmed | Hardy-Weinberg equilibrium revisited for inferences on genotypes featuring allele and copy-number variations |
title_short | Hardy-Weinberg equilibrium revisited for inferences on genotypes featuring allele and copy-number variations |
title_sort | hardy-weinberg equilibrium revisited for inferences on genotypes featuring allele and copy-number variations |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4357990/ https://www.ncbi.nlm.nih.gov/pubmed/25765626 http://dx.doi.org/10.1038/srep09066 |
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