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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...

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Autores principales: Recke, Andreas, Recke, Klaus-Günther, Ibrahim, Saleh, Möller, Steffen, Vonthein, Reinhard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
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.
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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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